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": 0.772,
"id": "FORGE-101700",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:11:00Z",
"trace_id": "0231e6a0-a65e-42b1-9894-108b928e8438"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"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": 0.287,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.122,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.35,
"battery_mwh": 10.34,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-938EA09347",
"grid_service_limit_mw": 21.99,
"gross_sqft": 1297782,
"infill_site": false,
"lease_expiry_months": 44,
"... | {
"capital_availability": 0.098,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.497,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.458,
"nearby_nodes": 3,
"network_redundancy_score": 0.532,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 987664... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 86.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.4,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 1.02,
"rent_growth_90d_pct": 0.09,
"tenant_expansion_probability": 0.457
} | {
"annualized_noi_impact_usd": 42444,
"annualized_revenue_impact_usd": 59548,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 381261,
"expansion_capture_probability_post_event": 0.374,
"lease_rate_change_pct": -0.46,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.33
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.31
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.729,
"capital_availability": 0.098,
"demand_pressure": 0.716,
"entitlement_friction": 0.458,
"labor_shortage": 0.589,
"portfolio_tightness": 0.377,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-101701",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:15:00Z",
"trace_id": "4374dcf2-40df-4d16-bcef-26c6ebed2f44"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.084,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.174,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.69,
"battery_mwh": 2.97,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-1E8E6EFF7E",
"grid_service_limit_mw": 12.07,
"gross_sqft": 438368,
"infill_site": false,
"lease_expiry_months": 32,
"occ... | {
"capital_availability": 0.385,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.529,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.307,
"nearby_nodes": 3,
"network_redundancy_score": 0.781,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 78.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 69.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.64,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.3,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 0.93,
"rent_growth_90d_pct": 1.54,
"tenant_expansion_probability": 0.247
} | {
"annualized_noi_impact_usd": -167424,
"annualized_revenue_impact_usd": -286169,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 642257,
"expansion_capture_probability_post_event": 0.129,
"lease_rate_change_pct": -2,
"occupancy_shift": -0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.53
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.85
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.419,
"capital_availability": 0.385,
"demand_pressure": 0.245,
"entitlement_friction": 0.307,
"labor_shortage": 1,
"portfolio_tightness": 0.582,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-101702",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:28:00Z",
"trace_id": "051be60f-d209-4dd1-97fd-7e197619098e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"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": 0.24,
"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_tar... | {
"automation_penetration": 0.3,
"battery_mwh": 6.75,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 79,
"facility_id": "FAC-3A764EDA9A",
"grid_service_limit_mw": 12.01,
"gross_sqft": 790764,
"infill_site": false,
"lease_expiry_months": 24,
"occup... | {
"capital_availability": 0.153,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.803,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.126,
"nearby_nodes": 4,
"network_redundancy_score": 0.557,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 900... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 82.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 30.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.839,
"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": 1.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.3,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": -0.29,
"rent_growth_90d_pct": 1.73,
"tenant_expansion_probability": 0.306
... | {
"annualized_noi_impact_usd": -100420,
"annualized_revenue_impact_usd": -159891,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 691992,
"expansion_capture_probability_post_event": 0.194,
"lease_rate_change_pct": -0.32,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.6
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.59
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.886,
"capital_availability": 0.153,
"demand_pressure": 0.531,
"entitlement_friction": 0.126,
"labor_shortage": 0.744,
"portfolio_tightness": 0.306,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-101703",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:25:00Z",
"trace_id": "a233833b-dbed-4358-ad8d-dc0520656f66"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"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": 0.201,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.25,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.29,
"battery_mwh": 4.87,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-1CF51B42D8",
"grid_service_limit_mw": 25.52,
"gross_sqft": 477333,
"infill_site": false,
"lease_expiry_months": 21,
"occ... | {
"capital_availability": 0.029,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.284,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.591,
"nearby_nodes": 2,
"network_redundancy_score": 0.441,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 746331,... | [
{
"appointment_fill_pct": 76.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 80.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.4,
"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": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.3,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 0.07,
"rent_growth_90d_pct": 0.01,
"tenant_expansion_probability": 0.38
} | {
"annualized_noi_impact_usd": -44036,
"annualized_revenue_impact_usd": -57342,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 568523,
"expansion_capture_probability_post_event": 0.282,
"lease_rate_change_pct": -1.63,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.47
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.13
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.644,
"capital_availability": 0.029,
"demand_pressure": 0.398,
"entitlement_friction": 0.591,
"labor_shortage": 0.768,
"portfolio_tightness": 0.461,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-101704",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:21:00Z",
"trace_id": "ecfa8111-bb26-460b-901b-f48f3a3fb9ff"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.066,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.363,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.8,
"battery_mwh": 7.17,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 107,
"facility_id": "FAC-0C16629637",
"grid_service_limit_mw": 10.99,
"gross_sqft": 1076225,
"infill_site": false,
"lease_expiry_months": 42,
"occ... | {
"capital_availability": 0.216,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.71,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.516,
"nearby_nodes": 8,
"network_redundancy_score": 0.46,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1332... | [
{
"appointment_fill_pct": 88,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 80.8,
"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_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"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": 2.43,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.6,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.56,
"rent_growth_90d_pct": 2.07,
"tenant_expansion_probability": 0.192
} | {
"annualized_noi_impact_usd": -431119,
"annualized_revenue_impact_usd": -679689,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 45,
"estimated_capex_usd": 695027,
"expansion_capture_probability_post_event": 0.061,
"lease_rate_change_pct": -1.89,
"occupancy_shift": -0.018,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.89
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.831,
"capital_availability": 0.216,
"demand_pressure": 0.329,
"entitlement_friction": 0.516,
"labor_shortage": 0.81,
"portfolio_tightness": 0.712,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-101705",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:32:00Z",
"trace_id": "9096950c-ba6d-49cf-9eba-02187ab40890"
} | {
"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": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.049,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.166,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.39,
"battery_mwh": 11.24,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-7AB5054B57",
"grid_service_limit_mw": 10.78,
"gross_sqft": 327191,
"infill_site": false,
"lease_expiry_months": 45,
"oc... | {
"capital_availability": 0.612,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.313,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.613,
"nearby_nodes": 3,
"network_redundancy_score": 0.679,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 71.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 31.5,
"dock_utilization_pct": 77.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.717,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.4,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": -1.28,
"rent_growth_90d_pct": -1.49,
"tenant_expansion_probability": 0.187
} | {
"annualized_noi_impact_usd": -55953,
"annualized_revenue_impact_usd": -75152,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 528255,
"expansion_capture_probability_post_event": 0.088,
"lease_rate_change_pct": -3.76,
"occupancy_shift": -0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.73
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.34
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.228,
"capital_availability": 0.612,
"demand_pressure": 0.242,
"entitlement_friction": 0.613,
"labor_shortage": 0.541,
"portfolio_tightness": 0.32,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-101706",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:06:00Z",
"trace_id": "3b52aaad-b12b-4ff8-ac38-7a39609a9e44"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.9,
"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": 0.308,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.31,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.44,
"battery_mwh": 7.79,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 110,
"facility_id": "FAC-1FB64FD21A",
"grid_service_limit_mw": 20.38,
"gross_sqft": 1104007,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.392,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.663,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.715,
"nearby_nodes": 8,
"network_redundancy_score": 0.534,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 86.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.826,
"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": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.3,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 1.74,
"rent_growth_90d_pct": 4.26,
"tenant_expansion_probability": 0.45
} | {
"annualized_noi_impact_usd": 6051,
"annualized_revenue_impact_usd": 8288,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 611625,
"expansion_capture_probability_post_event": 0.323,
"lease_rate_change_pct": 1.81,
"occupancy_shift": 0,
"service_penalty_risk_usd": 15... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.93
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.72
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.809,
"capital_availability": 0.392,
"demand_pressure": 0.653,
"entitlement_friction": 0.715,
"labor_shortage": 0.665,
"portfolio_tightness": 0.558,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-101707",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:29:00Z",
"trace_id": "3b53872e-1be9-4459-9c55-55b881683614"
} | {
"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": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.022,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.33,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.54,
"battery_mwh": 7.93,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 144,
"facility_id": "FAC-EC74CC83C3",
"grid_service_limit_mw": 21.84,
"gross_sqft": 1443094,
"infill_site": false,
"lease_expiry_months": 49,... | {
"capital_availability": 0.683,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.672,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.571,
"nearby_nodes": 7,
"network_redundancy_score": 0.565,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 30.4,
"dock_utilization_pct": 80.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 13.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.671,
"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": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.9,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 2.46,
"rent_growth_90d_pct": 2.05,
"tenant_expansion_probability": 0.27
} | {
"annualized_noi_impact_usd": -85741,
"annualized_revenue_impact_usd": -136750,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 601970,
"expansion_capture_probability_post_event": 0.217,
"lease_rate_change_pct": -1.67,
"occupancy_shift": 0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.97
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.58
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.27,
"capital_availability": 0.683,
"demand_pressure": 0.383,
"entitlement_friction": 0.571,
"labor_shortage": 0.687,
"portfolio_tightness": 0.514,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-101708",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:53:00Z",
"trace_id": "a1d9b214-9edd-440a-988a-2a57c35dab8d"
} | {
"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": 8.1,
"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": 0.13,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.251,
"seasonality": 0.33,
"service_le... | {
"automation_penetration": 0.76,
"battery_mwh": 5.11,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-002C5B65C5",
"grid_service_limit_mw": 6.71,
"gross_sqft": 640767,
"infill_site": true,
"lease_expiry_months": 13,
"... | {
"capital_availability": 0.55,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.707,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.742,
"nearby_nodes": 4,
"network_redundancy_score": 0.81,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12297... | [
{
"appointment_fill_pct": 84,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 79.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.8,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 0.19,
"rent_growth_90d_pct": 0.4,
"tenant_expansion_probability": 0.28
} | {
"annualized_noi_impact_usd": -179317,
"annualized_revenue_impact_usd": -260594,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 30,
"estimated_capex_usd": 671698,
"expansion_capture_probability_post_event": 0.154,
"lease_rate_change_pct": -2.56,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.98
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.6
},
{
"action": "shift_overflow_to_sate... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.791,
"capital_availability": 0.55,
"demand_pressure": 0.265,
"entitlement_friction": 0.742,
"labor_shortage": 0.857,
"portfolio_tightness": 0.608,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-101709",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:45:00Z",
"trace_id": "bf3f5a87-f405-49c7-9d1f-9557a3296639"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.199,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.313,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.48,
"battery_mwh": 1.14,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-4BDCCEB609",
"grid_service_limit_mw": 16.4,
"gross_sqft": 1227219,
"infill_site": false,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.376,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.701,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.207,
"nearby_nodes": 3,
"network_redundancy_score": 0.631,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 121809... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 89.8,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"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": 1.95,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.4,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 2.98,
"rent_growth_90d_pct": 2.14,
"tenant_expansion_probability": 0.381
} | {
"annualized_noi_impact_usd": 8993,
"annualized_revenue_impact_usd": 14333,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 506002,
"expansion_capture_probability_post_event": 0.305,
"lease_rate_change_pct": 0.45,
"occupancy_shift": 0.015,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.98
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.72
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.647,
"capital_availability": 0.376,
"demand_pressure": 0.861,
"entitlement_friction": 0.207,
"labor_shortage": 0.633,
"portfolio_tightness": 0.479,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-101710",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:24:00Z",
"trace_id": "8f8a81a2-e478-48c3-9034-2eee24b2421e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.254,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.293,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.52,
"battery_mwh": 3.54,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 37,
"facility_id": "FAC-49D776572C",
"grid_service_limit_mw": 12.09,
"gross_sqft": 379555,
"infill_site": false,
"lease_expiry_months": 41,
"occu... | {
"capital_availability": 0.068,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.658,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.689,
"nearby_nodes": 8,
"network_redundancy_score": 0.385,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 81.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"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": 1.58,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.8,
"occupancy_90d": 0.879,
"rent_growth_30d_pct": -0.37,
"rent_growth_90d_pct": 0.76,
"tenant_expansion_probability": 0.393
} | {
"annualized_noi_impact_usd": -19861,
"annualized_revenue_impact_usd": -29883,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 536146,
"expansion_capture_probability_post_event": 0.272,
"lease_rate_change_pct": -1.1,
"occupancy_shift": -0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.65
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.36
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.462,
"capital_availability": 0.068,
"demand_pressure": 0.436,
"entitlement_friction": 0.689,
"labor_shortage": 0.718,
"portfolio_tightness": 0.365,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-101711",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:53:00Z",
"trace_id": "f05fbdc1-8662-40a1-9e56-1fc72ed3aa54"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.143,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.229,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.31,
"battery_mwh": 1.25,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-B5B154D0F6",
"grid_service_limit_mw": 12.29,
"gross_sqft": 1288388,
"infill_site": true,
"lease_expiry_months": 10,
"oc... | {
"capital_availability": 0.729,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.291,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.571,
"nearby_nodes": 4,
"network_redundancy_score": 0.356,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 83.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"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": 2.68,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.2,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 3.91,
"tenant_expansion_probability": 0.404
} | {
"annualized_noi_impact_usd": -87016,
"annualized_revenue_impact_usd": -124503,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 370759,
"expansion_capture_probability_post_event": 0.321,
"lease_rate_change_pct": 1.17,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.61
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.22,
"capital_availability": 0.729,
"demand_pressure": 0.492,
"entitlement_friction": 0.571,
"labor_shortage": 0.735,
"portfolio_tightness": 0.616,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-101712",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:04:00Z",
"trace_id": "4aa35a06-69eb-46da-8438-980bdf194284"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.336,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.436,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.6,
"battery_mwh": 5.42,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-076A3591BE",
"grid_service_limit_mw": 19.55,
"gross_sqft": 598055,
"infill_site": false,
"lease_expiry_months": 18,
"occu... | {
"capital_availability": 0.641,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.387,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.646,
"nearby_nodes": 7,
"network_redundancy_score": 0.46,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 85,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.1,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 1.06,
"rent_growth_90d_pct": -0.01,
"tenant_expansion_probability": 0.493
} | {
"annualized_noi_impact_usd": -16018,
"annualized_revenue_impact_usd": -21739,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 608859,
"expansion_capture_probability_post_event": 0.372,
"lease_rate_change_pct": -1.03,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 44.81
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.93
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.369,
"capital_availability": 0.641,
"demand_pressure": 0.63,
"entitlement_friction": 0.646,
"labor_shortage": 0.667,
"portfolio_tightness": 0.401,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-101713",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:54:00Z",
"trace_id": "35237f63-dc0b-4620-a3df-969ab7ce6925"
} | {
"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": "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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.154,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.284,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.22,
"battery_mwh": 11.39,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-BB253E2EAC",
"grid_service_limit_mw": 13.61,
"gross_sqft": 708879,
"infill_site": false,
"lease_expiry_months": 50,
"oc... | {
"capital_availability": 0.577,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.435,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.081,
"nearby_nodes": 8,
"network_redundancy_score": 0.351,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 75.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 82.4,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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": 2.05,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.8,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 1.72,
"rent_growth_90d_pct": 3.59,
"tenant_expansion_probability": 0.373
} | {
"annualized_noi_impact_usd": -11331,
"annualized_revenue_impact_usd": -14733,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 427895,
"expansion_capture_probability_post_event": 0.297,
"lease_rate_change_pct": 1.08,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.58
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.04
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.257,
"capital_availability": 0.577,
"demand_pressure": 0.474,
"entitlement_friction": 0.081,
"labor_shortage": 0.859,
"portfolio_tightness": 0.477,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-101714",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:11:00Z",
"trace_id": "586caf61-d581-4cbd-b5e7-4c4d6a730d1a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.35,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.281,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.52,
"battery_mwh": 12.21,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-D657BD0EED",
"grid_service_limit_mw": 19.86,
"gross_sqft": 1200647,
"infill_site": true,
"lease_expiry_months": 60,... | {
"capital_availability": 0.303,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.669,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.672,
"nearby_nodes": 4,
"network_redundancy_score": 0.872,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1247806... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 85.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"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": 1.82,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.7,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 0.93,
"tenant_expansion_probability": 0.576
} | {
"annualized_noi_impact_usd": 56226,
"annualized_revenue_impact_usd": 78816,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 566271,
"expansion_capture_probability_post_event": 0.475,
"lease_rate_change_pct": -0.02,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 50.16
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.88
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.613,
"capital_availability": 0.303,
"demand_pressure": 0.616,
"entitlement_friction": 0.672,
"labor_shortage": 0.944,
"portfolio_tightness": 0.485,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-101715",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:24:00Z",
"trace_id": "8d310954-f38d-4254-9aab-67ed72ca62a4"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.3,
"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": 0.103,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.168,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.38,
"battery_mwh": 10.27,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-8CF2315418",
"grid_service_limit_mw": 10.91,
"gross_sqft": 160000,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.509,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.594,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.749,
"nearby_nodes": 3,
"network_redundancy_score": 0.365,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 44... | [
{
"appointment_fill_pct": 94.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 87.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.864,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.8,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 0.99,
"tenant_expansion_probability": 0.218
} | {
"annualized_noi_impact_usd": -59022,
"annualized_revenue_impact_usd": -82666,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 30,
"estimated_capex_usd": 811003,
"expansion_capture_probability_post_event": 0.079,
"lease_rate_change_pct": -2.69,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.78
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.91
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.867,
"capital_availability": 0.509,
"demand_pressure": 0.715,
"entitlement_friction": 0.749,
"labor_shortage": 0.842,
"portfolio_tightness": 0.61,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-101716",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:56:00Z",
"trace_id": "32b21741-a43b-4fc3-aa33-91ab11c650a3"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.5,
"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": 0.044,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.171,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.4,
"battery_mwh": 7.75,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-BE26AF35A2",
"grid_service_limit_mw": 25.91,
"gross_sqft": 592548,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.191,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.742,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.278,
"nearby_nodes": 8,
"network_redundancy_score": 0.544,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.3,
"dock_utilization_pct": 80.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.736,
"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": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.8,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 0.95,
"rent_growth_90d_pct": 3.28,
"tenant_expansion_probability": 0.235... | {
"annualized_noi_impact_usd": -91740,
"annualized_revenue_impact_usd": -124837,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 450647,
"expansion_capture_probability_post_event": 0.162,
"lease_rate_change_pct": 0.31,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.13
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.44
},
{
"action": "hold_service_le... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.306,
"capital_availability": 0.191,
"demand_pressure": 0.384,
"entitlement_friction": 0.278,
"labor_shortage": 0.565,
"portfolio_tightness": 0.474,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-101717",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:49:00Z",
"trace_id": "944e4a96-046c-425e-9842-9e6e5aeac379"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.116,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.114,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.79,
"battery_mwh": 1.06,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 103,
"facility_id": "FAC-2707DF46F9",
"grid_service_limit_mw": 14.46,
"gross_sqft": 1030176,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.66,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.772,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.689,
"nearby_nodes": 8,
"network_redundancy_score": 0.326,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 75.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.9,
"dock_utilization_pct": 80.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.709,
"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": 2.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.7,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 2.22,
"rent_growth_90d_pct": 3.75,
"tenant_expansion_probability": 0.352
... | {
"annualized_noi_impact_usd": 18296,
"annualized_revenue_impact_usd": 26244,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 596267,
"expansion_capture_probability_post_event": 0.271,
"lease_rate_change_pct": -0.17,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.13
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.46
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.508,
"capital_availability": 0.66,
"demand_pressure": 0.371,
"entitlement_friction": 0.689,
"labor_shortage": 0.772,
"portfolio_tightness": 0.55,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-101718",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:22:00Z",
"trace_id": "49e8bb2f-1054-403f-a71e-734a89c2a58f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.41,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.336,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.67,
"battery_mwh": 7.75,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 123,
"facility_id": "FAC-9D06D11208",
"grid_service_limit_mw": 18.83,
"gross_sqft": 1230691,
"infill_site": true,
"lease_expiry_months": 25,
"occ... | {
"capital_availability": 0.109,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.671,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.183,
"nearby_nodes": 6,
"network_redundancy_score": 0.695,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 85.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.82,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.8,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": 2.76,
"tenant_expansion_probability": 0.58
} | {
"annualized_noi_impact_usd": 58381,
"annualized_revenue_impact_usd": 88973,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 651781,
"expansion_capture_probability_post_event": 0.485,
"lease_rate_change_pct": 2.25,
"occupancy_shift": 0.001,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.01
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.93
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.306,
"capital_availability": 0.109,
"demand_pressure": 0.67,
"entitlement_friction": 0.183,
"labor_shortage": 0.625,
"portfolio_tightness": 0.329,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-101719",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:15:00Z",
"trace_id": "1115d32a-31b8-4db9-b950-0b9bc87b9be2"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.426,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.281,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.75,
"battery_mwh": 1.6,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-F801D91EB0",
"grid_service_limit_mw": 12.96,
"gross_sqft": 479043,
"infill_site": true,
"lease_expiry_months": 8,
"occupa... | {
"capital_availability": 0.35,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.364,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.713,
"nearby_nodes": 7,
"network_redundancy_score": 0.474,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 86.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 35.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.657,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.93,
"rent_growth_90d_pct": 3.9,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 54222,
"annualized_revenue_impact_usd": 80934,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 410119,
"expansion_capture_probability_post_event": 0.799,
"lease_rate_change_pct": 3.86,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.04
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.9
},
{
"action": "rebalance_carrier_mix... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.146,
"capital_availability": 0.35,
"demand_pressure": 0.703,
"entitlement_friction": 0.713,
"labor_shortage": 0.51,
"portfolio_tightness": 0.497,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-101720",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:33:00Z",
"trace_id": "871fb014-c729-49f2-b4af-2d916a94dac7"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.437,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.19,
"battery_mwh": 2.21,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-4C1FFCEFA0",
"grid_service_limit_mw": 17.45,
"gross_sqft": 743427,
"infill_site": false,
"lease_expiry_months": 48,
"occ... | {
"capital_availability": 0.068,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.349,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.523,
"nearby_nodes": 5,
"network_redundancy_score": 0.354,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 85.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.3,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.91,
"rent_growth_90d_pct": 3.78,
"tenant_expansion_probability": 0.675
} | {
"annualized_noi_impact_usd": 126470,
"annualized_revenue_impact_usd": 167600,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 501225,
"expansion_capture_probability_post_event": 0.58,
"lease_rate_change_pct": 3.12,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.01
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.66
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.443,
"capital_availability": 0.068,
"demand_pressure": 0.627,
"entitlement_friction": 0.523,
"labor_shortage": 0.748,
"portfolio_tightness": 0.503,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-101721",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:13:00Z",
"trace_id": "dc2a4afe-d601-471e-87a9-c3648d42d53e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.354,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.106,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.49,
"battery_mwh": 5.19,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-BBF6C4B63F",
"grid_service_limit_mw": 15.07,
"gross_sqft": 190606,
"infill_site": false,
"lease_expiry_months": 22,
"occ... | {
"capital_availability": 0.229,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.75,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.496,
"nearby_nodes": 3,
"network_redundancy_score": 0.378,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 93,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.2,
"dock_utilization_pct": 87.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.1,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 2.33,
"rent_growth_90d_pct": 3.54,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 22471,
"annualized_revenue_impact_usd": 37002,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 601474,
"expansion_capture_probability_post_event": 0.498,
"lease_rate_change_pct": 2.19,
"occupancy_shift": 0.021,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.53
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.75
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.414,
"capital_availability": 0.229,
"demand_pressure": 0.734,
"entitlement_friction": 0.496,
"labor_shortage": 0.876,
"portfolio_tightness": 0.479,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-101722",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:53:00Z",
"trace_id": "5227f01a-0f11-43cd-afff-7ddf9e37ce75"
} | {
"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": "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": -0.014,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.332,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.39,
"battery_mwh": 0.13,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 59,
"facility_id": "FAC-D52AB5A23A",
"grid_service_limit_mw": 13.41,
"gross_sqft": 597099,
"infill_site": false,
"lease_expiry_months": 69,
"occu... | {
"capital_availability": 0.163,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.482,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.45,
"nearby_nodes": 3,
"network_redundancy_score": 0.383,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50,
"dock_utilization_pct": 85.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.7,
"shift_fill_rate... | {
"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": "moderate",
"forecas... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.9,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 2.1,
"rent_growth_90d_pct": 3.78,
"tenant_expansion_probability": 0.139
} | {
"annualized_noi_impact_usd": -84759,
"annualized_revenue_impact_usd": -122292,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 611531,
"expansion_capture_probability_post_event": 0.022,
"lease_rate_change_pct": -0.98,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.88
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.33
},
{
"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": 0.163,
"demand_pressure": 0.615,
"entitlement_friction": 0.45,
"labor_shortage": 0.901,
"portfolio_tightness": 0.529,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-101723",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:30:00Z",
"trace_id": "1c76d97f-3bc3-4391-a411-baee43593f0e"
} | {
"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": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.311,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.244,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.6,
"battery_mwh": 1.15,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 57,
"facility_id": "FAC-8F12A0CE65",
"grid_service_limit_mw": 11.81,
"gross_sqft": 572335,
"infill_site": false,
"lease_expiry_months": 72,
"occup... | {
"capital_availability": 0.526,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.804,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.557,
"nearby_nodes": 4,
"network_redundancy_score": 0.415,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 78.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 82.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 1.55,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 0.58,
"rent_growth_90d_pct": 2.64,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -8956,
"annualized_revenue_impact_usd": -11719,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 615195,
"expansion_capture_probability_post_event": 0.296,
"lease_rate_change_pct": 0.5,
"occupancy_shift": -0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 46.17
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.66
},
{
"action": "shift_overflow_to_satell... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.892,
"capital_availability": 0.526,
"demand_pressure": 0.494,
"entitlement_friction": 0.557,
"labor_shortage": 0.769,
"portfolio_tightness": 0.503,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-101724",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:11:00Z",
"trace_id": "9f44e0d7-067c-4374-bbf2-766261b3dd16"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.028,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.105,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.25,
"battery_mwh": 1.13,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-560BFF3FCF",
"grid_service_limit_mw": 20.21,
"gross_sqft": 803418,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.109,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.588,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.361,
"nearby_nodes": 7,
"network_redundancy_score": 0.516,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 78.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.6,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 0.53,
"rent_growth_90d_pct": 2.71,
"tenant_expansion_probability": 0.167
} | {
"annualized_noi_impact_usd": -80713,
"annualized_revenue_impact_usd": -122080,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 596018,
"expansion_capture_probability_post_event": 0.064,
"lease_rate_change_pct": -1.46,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.74
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.9
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.644,
"capital_availability": 0.109,
"demand_pressure": 0.249,
"entitlement_friction": 0.361,
"labor_shortage": 1,
"portfolio_tightness": 0.578,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-101725",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:14:00Z",
"trace_id": "e252e92f-006d-4204-b033-1ecb28f88685"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.222,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.338,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.49,
"battery_mwh": 7.13,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-359EBA163F",
"grid_service_limit_mw": 14.43,
"gross_sqft": 941074,
"infill_site": false,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.711,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.385,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.517,
"nearby_nodes": 3,
"network_redundancy_score": 0.329,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 83.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.3,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 0.38,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -69146,
"annualized_revenue_impact_usd": -108506,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 595240,
"expansion_capture_probability_post_event": 0.276,
"lease_rate_change_pct": -1.81,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.77
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.22
},
{
"action": "deploy_peak_shav... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.566,
"capital_availability": 0.711,
"demand_pressure": 0.5,
"entitlement_friction": 0.517,
"labor_shortage": 0.909,
"portfolio_tightness": 0.58,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-101726",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:24:00Z",
"trace_id": "4694e656-3f7c-498b-a422-da45f7da2663"
} | {
"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": 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": 0.012,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.502,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.2,
"battery_mwh": 11.03,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 55,
"facility_id": "FAC-40C0CA739F",
"grid_service_limit_mw": 11.78,
"gross_sqft": 559001,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.933,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.309,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.701,
"nearby_nodes": 4,
"network_redundancy_score": 0.65,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 597... | [
{
"appointment_fill_pct": 81,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30,
"dock_utilization_pct": 78.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 87.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.671,
"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": 2.86,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.1,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 2.81,
"rent_growth_90d_pct": 3.33,
"tenant_expansion_probability": 0.263
} | {
"annualized_noi_impact_usd": -80316,
"annualized_revenue_impact_usd": -132686,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 719205,
"expansion_capture_probability_post_event": 0.185,
"lease_rate_change_pct": -1.07,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 61.19
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 41.46
},
{
"action": "monitor_and_stage",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.328,
"capital_availability": 0.933,
"demand_pressure": 0.237,
"entitlement_friction": 0.701,
"labor_shortage": 0.606,
"portfolio_tightness": 0.678,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-101727",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:02:00Z",
"trace_id": "3ed20b36-5018-4e39-9fbe-8a71a2e11cf8"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"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": 0.041,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.338,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.64,
"battery_mwh": 10.44,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-B6D0A6D945",
"grid_service_limit_mw": 14.83,
"gross_sqft": 530500,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.012,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.717,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.321,
"nearby_nodes": 2,
"network_redundancy_score": 0.441,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2123873... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.2,
"dock_utilization_pct": 79.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.5,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": -0.51,
"rent_growth_90d_pct": -1.37,
"tenant_expansion_probability": 0.174... | {
"annualized_noi_impact_usd": -111352,
"annualized_revenue_impact_usd": -172925,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 60,
"estimated_capex_usd": 408547,
"expansion_capture_probability_post_event": 0.099,
"lease_rate_change_pct": -3.23,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.21
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 23.06
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.862,
"capital_availability": 0.012,
"demand_pressure": 0.324,
"entitlement_friction": 0.321,
"labor_shortage": 0.542,
"portfolio_tightness": 0.432,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-101728",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:56:00Z",
"trace_id": "928f364f-1e45-4a30-b7dc-6300a9924cac"
} | {
"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": 6.8,
"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": 0.047,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.467,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.8,
"battery_mwh": 7.44,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-94B4EB7776",
"grid_service_limit_mw": 10.26,
"gross_sqft": 1319613,
"infill_site": true,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.823,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.582,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.685,
"nearby_nodes": 6,
"network_redundancy_score": 0.586,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31.7,
"dock_utilization_pct": 81.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 11.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.643,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.8,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 2.55,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -55550,
"annualized_revenue_impact_usd": -80050,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 533235,
"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": -0.52,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.6
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.56
},
{
"action": "offer_preemptive_expansion_term_shee... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.232,
"capital_availability": 0.823,
"demand_pressure": 0.432,
"entitlement_friction": 0.685,
"labor_shortage": 0.551,
"portfolio_tightness": 0.417,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-101729",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:29:00Z",
"trace_id": "cf7ca946-9a36-4712-b58f-92a89eb36495"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.163,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.262,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.8,
"battery_mwh": 4.03,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 72,
"facility_id": "FAC-30F6383E65",
"grid_service_limit_mw": 16.22,
"gross_sqft": 725154,
"infill_site": true,
"lease_expiry_months": 13,
"occupa... | {
"capital_availability": 0.659,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.301,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.299,
"nearby_nodes": 3,
"network_redundancy_score": 0.81,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 76.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.7,
"dock_utilization_pct": 80.8,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 82.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 1.91,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.1,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 1.04,
"rent_growth_90d_pct": 2.45,
"tenant_expansion_probability": 0.326
} | {
"annualized_noi_impact_usd": -52741,
"annualized_revenue_impact_usd": -72076,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 648730,
"expansion_capture_probability_post_event": 0.225,
"lease_rate_change_pct": -0.07,
"occupancy_shift": -0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.57
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.74
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.406,
"capital_availability": 0.659,
"demand_pressure": 0.383,
"entitlement_friction": 0.299,
"labor_shortage": 0.674,
"portfolio_tightness": 0.507,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-101730",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:30:00Z",
"trace_id": "d2b83f78-de62-4787-9137-1d6b3f4648bb"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.35,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.78,
"battery_mwh": 3.18,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-F9ACAD0F7D",
"grid_service_limit_mw": 20.26,
"gross_sqft": 738717,
"infill_site": false,
"lease_expiry_months": 24,
"occ... | {
"capital_availability": 0.054,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.672,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.383,
"nearby_nodes": 6,
"network_redundancy_score": 0.579,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 85.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.4,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 2,
"tenant_expansion_probability": 0.51... | {
"annualized_noi_impact_usd": 25147,
"annualized_revenue_impact_usd": 34365,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 493873,
"expansion_capture_probability_post_event": 0.41,
"lease_rate_change_pct": 0.93,
"occupancy_shift": 0.016,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.67
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.73
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.79,
"capital_availability": 0.054,
"demand_pressure": 0.633,
"entitlement_friction": 0.383,
"labor_shortage": 0.73,
"portfolio_tightness": 0.482,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-101731",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:02:00Z",
"trace_id": "ddbb1a09-7539-40df-a13f-308f51271da0"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"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": 0.258,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.181,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.67,
"battery_mwh": 9.1,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-8ECF9EA4A7",
"grid_service_limit_mw": 11.82,
"gross_sqft": 227650,
"infill_site": true,
"lease_expiry_months": 67,
"... | {
"capital_availability": 0.3,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.662,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.502,
"nearby_nodes": 8,
"network_redundancy_score": 0.496,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 83.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.2,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 2.41,
"rent_growth_90d_pct": 4.11,
"tenant_expansion_probability": 0.436
} | {
"annualized_noi_impact_usd": -13484,
"annualized_revenue_impact_usd": -20071,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 752234,
"expansion_capture_probability_post_event": 0.313,
"lease_rate_change_pct": 1.32,
"occupancy_shift": 0,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.45
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.667,
"capital_availability": 0.3,
"demand_pressure": 0.492,
"entitlement_friction": 0.502,
"labor_shortage": 0.811,
"portfolio_tightness": 0.685,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-101732",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:21:00Z",
"trace_id": "1ca45806-3cca-4c76-bd3e-0a1ee711f419"
} | {
"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": 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": 0.295,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.32,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.24,
"battery_mwh": 7.76,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-1543A66AEA",
"grid_service_limit_mw": 12.74,
"gross_sqft": 395977,
"infill_site": false,
"lease_expiry_months": 26,
"occ... | {
"capital_availability": 0.705,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.26,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.701,
"nearby_nodes": 2,
"network_redundancy_score": 0.709,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 90.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.723,
"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": 1.94,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.81,
"rent_growth_90d_pct": 5.22,
"tenant_expansion_probability": 0.618
... | {
"annualized_noi_impact_usd": 45805,
"annualized_revenue_impact_usd": 59579,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 488742,
"expansion_capture_probability_post_event": 0.58,
"lease_rate_change_pct": 3.32,
"occupancy_shift": 0.001,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.08
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.07
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.241,
"capital_availability": 0.705,
"demand_pressure": 0.927,
"entitlement_friction": 0.701,
"labor_shortage": 0.665,
"portfolio_tightness": 0.356,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-101733",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:58:00Z",
"trace_id": "b1755f2e-3435-4d0d-8a5c-5cc675f25ff5"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"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": 0.013,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.42,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.26,
"battery_mwh": 9.15,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-763C317A86",
"grid_service_limit_mw": 11.95,
"gross_sqft": 871912,
"infill_site": false,
"lease_expiry_months": 37,
"occ... | {
"capital_availability": 0.591,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.343,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.637,
"nearby_nodes": 7,
"network_redundancy_score": 0.413,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 76.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 82,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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": 1.47,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
"occupancy_90d": 0.876,
"rent_growth_30d_pct": -0.25,
"rent_growth_90d_pct": -1.36,
"tenant_expansion_probability": 0.169
... | {
"annualized_noi_impact_usd": -179058,
"annualized_revenue_impact_usd": -241679,
"cap_rate_pressure_pct": -0.37,
"decision_horizon_days": 60,
"estimated_capex_usd": 390326,
"expansion_capture_probability_post_event": 0.073,
"lease_rate_change_pct": -4.33,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.96
},
{
"action": "defer_noncriti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.897,
"capital_availability": 0.591,
"demand_pressure": 0.466,
"entitlement_friction": 0.637,
"labor_shortage": 1,
"portfolio_tightness": 0.43,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-101734",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:23:00Z",
"trace_id": "7f5ac2d7-3fcd-49bf-b1ef-6b3ff2e0a4e7"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"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": 0.335,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.34,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.62,
"battery_mwh": 12.25,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-3F7C918E40",
"grid_service_limit_mw": 18.15,
"gross_sqft": 1355600,
"infill_site": true,
"lease_expiry_months": 26,... | {
"capital_availability": 0.128,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.484,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.191,
"nearby_nodes": 3,
"network_redundancy_score": 0.588,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 93.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 55.9,
"dock_utilization_pct": 87.8,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 46,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.83,
"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",
"forec... | {
"build_vs_buy_score": 1.49,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.8,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 1.04,
"rent_growth_90d_pct": 2.72,
"tenant_expansion_probability": 0.505
} | {
"annualized_noi_impact_usd": 54234,
"annualized_revenue_impact_usd": 74043,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 374090,
"expansion_capture_probability_post_event": 0.424,
"lease_rate_change_pct": 1.6,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.25
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.46
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.876,
"capital_availability": 0.128,
"demand_pressure": 0.801,
"entitlement_friction": 0.191,
"labor_shortage": 0.948,
"portfolio_tightness": 0.311,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-101735",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:46:00Z",
"trace_id": "49ffcfd7-97a8-44ed-b489-251b5eb455f7"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.5,
"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": 0.441,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.205,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.7,
"battery_mwh": 9.75,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 90,
"facility_id": "FAC-446B945A62",
"grid_service_limit_mw": 11.13,
"gross_sqft": 900382,
"infill_site": false,
"lease_expiry_months": 46,
"... | {
"capital_availability": 0.556,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.42,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.283,
"nearby_nodes": 5,
"network_redundancy_score": 0.723,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 8493... | [
{
"appointment_fill_pct": 93.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53,
"dock_utilization_pct": 89,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.89,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 2.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.5,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 4,
"rent_growth_90d_pct": 4.56,
"tenant_expansion_probability": 0.633
} | {
"annualized_noi_impact_usd": 90840,
"annualized_revenue_impact_usd": 147528,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 717095,
"expansion_capture_probability_post_event": 0.508,
"lease_rate_change_pct": 2.96,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.31
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.584,
"capital_availability": 0.556,
"demand_pressure": 0.771,
"entitlement_friction": 0.283,
"labor_shortage": 0.875,
"portfolio_tightness": 0.663,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-101736",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:40:00Z",
"trace_id": "ee6b670c-d5c9-43e3-a9d0-b7deb22abdef"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"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": "strategic",
"risk_of_churn": 0.203,
"seasonality": 0.33,
"... | {
"automation_penetration": 0.33,
"battery_mwh": 10.78,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-D79339B554",
"grid_service_limit_mw": 21,
"gross_sqft": 1207157,
"infill_site": false,
"lease_expiry_months": 66,
"occ... | {
"capital_availability": 0.253,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.791,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.221,
"nearby_nodes": 5,
"network_redundancy_score": 0.586,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.8,
"dock_utilization_pct": 77.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.5,
"shift_fill_r... | {
"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": "moderate",
"forecast... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.3,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": -0.31,
"rent_growth_90d_pct": 0.45,
"tenant_expansion_probability": 0.134
} | {
"annualized_noi_impact_usd": -400535,
"annualized_revenue_impact_usd": -544392,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 534150,
"expansion_capture_probability_post_event": 0.035,
"lease_rate_change_pct": -2.86,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 26.25
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.84
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.317,
"capital_availability": 0.253,
"demand_pressure": 0.213,
"entitlement_friction": 0.221,
"labor_shortage": 0.765,
"portfolio_tightness": 0.417,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-101737",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:24:00Z",
"trace_id": "58a5c7b2-7ba2-4355-bc66-bde0fd2c7b3a"
} | {
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.11,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.419,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.44,
"battery_mwh": 2.45,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-95AF4C188A",
"grid_service_limit_mw": 18.32,
"gross_sqft": 325859,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.098,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.741,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.641,
"nearby_nodes": 7,
"network_redundancy_score": 0.63,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 75.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.1,
"dock_utilization_pct": 79.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 1.58,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.3,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": -0.61,
"rent_growth_90d_pct": -1.56,
"tenant_expansion_probability": 0.213
} | {
"annualized_noi_impact_usd": -63346,
"annualized_revenue_impact_usd": -104580,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 60,
"estimated_capex_usd": 585227,
"expansion_capture_probability_post_event": 0.091,
"lease_rate_change_pct": -3.96,
"occupancy_shift": -0.019,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.07
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.71
},
{
"action": "hold_service_levels_flat",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.7,
"capital_availability": 0.098,
"demand_pressure": 0.335,
"entitlement_friction": 0.641,
"labor_shortage": 0.689,
"portfolio_tightness": 0.433,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-101738",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:29:00Z",
"trace_id": "1dbd48cd-415f-4eff-b376-80615d87898a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.121,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.216,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.44,
"battery_mwh": 11.64,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 26,
"facility_id": "FAC-AC9EF0BB47",
"grid_service_limit_mw": 19.02,
"gross_sqft": 269415,
"infill_site": false,
"lease_expiry_months": 32,
"occ... | {
"capital_availability": 0.149,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.568,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.323,
"nearby_nodes": 7,
"network_redundancy_score": 0.392,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 76.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 82.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.5,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": 3.05,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -50848,
"annualized_revenue_impact_usd": -67117,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 537706,
"expansion_capture_probability_post_event": 0.156,
"lease_rate_change_pct": -0.4,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.01
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.289,
"capital_availability": 0.149,
"demand_pressure": 0.461,
"entitlement_friction": 0.323,
"labor_shortage": 0.83,
"portfolio_tightness": 0.478,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-101739",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:10:00Z",
"trace_id": "72b27e45-795e-429e-b2d6-6ec12054e1f7"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"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": 0.205,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.473,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.29,
"battery_mwh": 9.92,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-FC1A525E37",
"grid_service_limit_mw": 9.14,
"gross_sqft": 959517,
"infill_site": true,
"lease_expiry_months": 16,
"... | {
"capital_availability": 0.517,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.658,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.686,
"nearby_nodes": 7,
"network_redundancy_score": 0.874,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 84.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 2.3,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.7,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 3.19,
"tenant_expansion_probability": 0.406
} | {
"annualized_noi_impact_usd": -100672,
"annualized_revenue_impact_usd": -140651,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 575354,
"expansion_capture_probability_post_event": 0.297,
"lease_rate_change_pct": 0.35,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.84
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.34
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.828,
"capital_availability": 0.517,
"demand_pressure": 0.556,
"entitlement_friction": 0.686,
"labor_shortage": 0.97,
"portfolio_tightness": 0.61,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-101740",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:29:00Z",
"trace_id": "57baa213-049b-458e-a417-aef1e1e600b4"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"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": 0.312,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.226,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.76,
"battery_mwh": 9.59,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-3C88DB3A42",
"grid_service_limit_mw": 18.13,
"gross_sqft": 804513,
"infill_site": true,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.787,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.542,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.416,
"nearby_nodes": 7,
"network_redundancy_score": 0.46,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 95... | [
{
"appointment_fill_pct": 86,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.4,
"dock_utilization_pct": 85.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 1.81,
"rent_growth_90d_pct": 3.8,
"tenant_expansion_probability": 0.536
} | {
"annualized_noi_impact_usd": 52273,
"annualized_revenue_impact_usd": 76098,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 544536,
"expansion_capture_probability_post_event": 0.442,
"lease_rate_change_pct": 2.07,
"occupancy_shift": 0.01,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.43
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.41
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.291,
"capital_availability": 0.787,
"demand_pressure": 0.633,
"entitlement_friction": 0.416,
"labor_shortage": 0.862,
"portfolio_tightness": 0.444,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-101741",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:17:00Z",
"trace_id": "21d0f44f-304c-476e-9313-af405a02319f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "labor_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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.094,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.34,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.47,
"battery_mwh": 11.55,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 152,
"facility_id": "FAC-DF35E4F0B5",
"grid_service_limit_mw": 17.78,
"gross_sqft": 1522231,
"infill_site": false,
"lease_expiry_months": 8,... | {
"capital_availability": 0.299,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.697,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.218,
"nearby_nodes": 4,
"network_redundancy_score": 0.342,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 80.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"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": 1.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.7,
"occupancy_90d": 0.879,
"rent_growth_30d_pct": 0.85,
"rent_growth_90d_pct": 1.73,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -148308,
"annualized_revenue_impact_usd": -207340,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 479641,
"expansion_capture_probability_post_event": 0.197,
"lease_rate_change_pct": -0.86,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.71
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.5
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.521,
"capital_availability": 0.299,
"demand_pressure": 0.365,
"entitlement_friction": 0.218,
"labor_shortage": 0.798,
"portfolio_tightness": 0.502,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-101742",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:56:00Z",
"trace_id": "07d9bc53-a6c5-4bfd-bea1-dddf59618e75"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.107,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.398,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.56,
"battery_mwh": 5.28,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-A9BA203F20",
"grid_service_limit_mw": 20.48,
"gross_sqft": 840477,
"infill_site": false,
"lease_expiry_months": 32,
"occ... | {
"capital_availability": 0.134,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.673,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.166,
"nearby_nodes": 7,
"network_redundancy_score": 0.642,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 83.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.5,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 2.52,
"tenant_expansion_probability": 0.278... | {
"annualized_noi_impact_usd": -147925,
"annualized_revenue_impact_usd": -192025,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 401956,
"expansion_capture_probability_post_event": 0.199,
"lease_rate_change_pct": -0.18,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.59
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.812,
"capital_availability": 0.134,
"demand_pressure": 0.505,
"entitlement_friction": 0.166,
"labor_shortage": 0.854,
"portfolio_tightness": 0.499,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.878,
"id": "FORGE-101743",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:46:00Z",
"trace_id": "a051e90f-2b86-4f38-a00d-36ee366aff79"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.052,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.345,
"seasonality": 0.82,
"service_level_ta... | {
"automation_penetration": 0.52,
"battery_mwh": 2.23,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-C0E420648B",
"grid_service_limit_mw": 13.75,
"gross_sqft": 1234306,
"infill_site": true,
"lease_expiry_months": 72,
"oc... | {
"capital_availability": 0.592,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.577,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.664,
"nearby_nodes": 3,
"network_redundancy_score": 0.468,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 109044... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 81.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 29.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.7,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 0.67,
"rent_growth_90d_pct": 1.51,
"tenant_expansion_probability": 0.234
} | {
"annualized_noi_impact_usd": -253705,
"annualized_revenue_impact_usd": -341685,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 538690,
"expansion_capture_probability_post_event": 0.131,
"lease_rate_change_pct": -1.79,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.33
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 26.72
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.239,
"capital_availability": 0.592,
"demand_pressure": 0.42,
"entitlement_friction": 0.664,
"labor_shortage": 0.743,
"portfolio_tightness": 0.462,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-101744",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:42:00Z",
"trace_id": "d9a82861-1390-4a60-add0-5ea264920817"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"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": 0.278,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.293,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.72,
"battery_mwh": 0.75,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-D05D3E7EAE",
"grid_service_limit_mw": 17.57,
"gross_sqft": 356620,
"infill_site": false,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.621,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.296,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.254,
"nearby_nodes": 8,
"network_redundancy_score": 0.738,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 138116... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 84.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 1.47,
"rent_growth_90d_pct": 0.64,
"tenant_expansion_probability": 0.459
} | {
"annualized_noi_impact_usd": -3616,
"annualized_revenue_impact_usd": -4906,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 553922,
"expansion_capture_probability_post_event": 0.382,
"lease_rate_change_pct": 0.03,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.64
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.779,
"capital_availability": 0.621,
"demand_pressure": 0.605,
"entitlement_friction": 0.254,
"labor_shortage": 0.591,
"portfolio_tightness": 0.48,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-101745",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:38:00Z",
"trace_id": "43f0c9ed-cf4a-41f4-b1bd-4d87251aeb2b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.293,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.208,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.58,
"battery_mwh": 3.99,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-6BCB5E70D2",
"grid_service_limit_mw": 10.04,
"gross_sqft": 1315595,
"infill_site": false,
"lease_expiry_months": 51,... | {
"capital_availability": 0.312,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.409,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.438,
"nearby_nodes": 2,
"network_redundancy_score": 0.795,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 85.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.35,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.7,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 2.1,
"rent_growth_90d_pct": 1.56,
"tenant_expansion_probability": 0.496
} | {
"annualized_noi_impact_usd": 64421,
"annualized_revenue_impact_usd": 102467,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 497079,
"expansion_capture_probability_post_event": 0.394,
"lease_rate_change_pct": -0.07,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.42
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.63
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.888,
"capital_availability": 0.312,
"demand_pressure": 0.615,
"entitlement_friction": 0.438,
"labor_shortage": 1,
"portfolio_tightness": 0.599,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-101746",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:22:00Z",
"trace_id": "64be1e16-0a4a-41de-80dc-6bea8d1edf44"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"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": 0.293,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.144,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.56,
"battery_mwh": 3.17,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 144,
"facility_id": "FAC-64B79E7571",
"grid_service_limit_mw": 14.74,
"gross_sqft": 1448024,
"infill_site": false,
"lease_expiry_months": 67,... | {
"capital_availability": 0.624,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.583,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.575,
"nearby_nodes": 2,
"network_redundancy_score": 0.322,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 93.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.8,
"dock_utilization_pct": 86.8,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.696,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.6,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 4.15,
"rent_growth_90d_pct": 4.36,
"tenant_expansion_probability": 0.64... | {
"annualized_noi_impact_usd": 572877,
"annualized_revenue_impact_usd": 845408,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 500038,
"expansion_capture_probability_post_event": 0.608,
"lease_rate_change_pct": 2.54,
"occupancy_shift": 0.036,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.71
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.34
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.496,
"capital_availability": 0.624,
"demand_pressure": 0.68,
"entitlement_friction": 0.575,
"labor_shortage": 0.838,
"portfolio_tightness": 0.58,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-101747",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:20:00Z",
"trace_id": "820666a3-db24-4dfd-9b8c-6340cf965504"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.087,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.414,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.44,
"battery_mwh": 11.19,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-8DF8741FA4",
"grid_service_limit_mw": 15.59,
"gross_sqft": 1023004,
"infill_site": true,
"lease_expiry_months": 18,... | {
"capital_availability": 0.169,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.705,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.57,
"nearby_nodes": 2,
"network_redundancy_score": 0.448,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 83,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25,
"shift_fill_rat... | {
"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": 2.59,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.6,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 1.63,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -424320,
"annualized_revenue_impact_usd": -613573,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 681661,
"expansion_capture_probability_post_event": 0.168,
"lease_rate_change_pct": -1.79,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.5
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.307,
"capital_availability": 0.169,
"demand_pressure": 0.486,
"entitlement_friction": 0.57,
"labor_shortage": 0.931,
"portfolio_tightness": 0.557,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-101748",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:10:00Z",
"trace_id": "b95e96ee-1bff-4155-99ae-f56e05726317"
} | {
"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": 7.7,
"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": -0.02,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.195,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.75,
"battery_mwh": 1.3,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-EC19D85F35",
"grid_service_limit_mw": 20.43,
"gross_sqft": 233025,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.354,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.274,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.182,
"nearby_nodes": 2,
"network_redundancy_score": 0.403,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 85.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.747,
"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": 2.18,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.6,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 1.57,
"rent_growth_90d_pct": 1.31,
"tenant_expansion_probability": 0.184
} | {
"annualized_noi_impact_usd": -33046,
"annualized_revenue_impact_usd": -44803,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 341310,
"expansion_capture_probability_post_event": 0.13,
"lease_rate_change_pct": -1.2,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.77
},
{
"action": "hold_service_levels_flat",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.563,
"capital_availability": 0.354,
"demand_pressure": 0.634,
"entitlement_friction": 0.182,
"labor_shortage": 0.581,
"portfolio_tightness": 0.425,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-101749",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:40:00Z",
"trace_id": "d07df206-7093-44bf-85af-0d32c8d8d021"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"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": 0.166,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.2,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.21,
"battery_mwh": 0.52,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 117,
"facility_id": "FAC-030C8EE1B2",
"grid_service_limit_mw": 10.75,
"gross_sqft": 1177844,
"infill_site": true,
"lease_expiry_months": 35,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.46,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.435,
"nearby_nodes": 8,
"network_redundancy_score": 0.607,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 83.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 27.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.83,
"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": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.7,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 2.24,
"rent_growth_90d_pct": 2.99,
"tenant_expansion_probability": 0.329
} | {
"annualized_noi_impact_usd": -245970,
"annualized_revenue_impact_usd": -398960,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 554296,
"expansion_capture_probability_post_event": 0.21,
"lease_rate_change_pct": -0.21,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.44
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.49
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.627,
"capital_availability": 0,
"demand_pressure": 0.507,
"entitlement_friction": 0.435,
"labor_shortage": 0.847,
"portfolio_tightness": 0.637,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-101750",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:39:00Z",
"trace_id": "e75bc7db-85a0-4ab7-9f3b-55f8e97c2d86"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.376,
"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": 0.79,
"battery_mwh": 8.14,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-5E068B1B56",
"grid_service_limit_mw": 19.66,
"gross_sqft": 551797,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.117,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.277,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.232,
"nearby_nodes": 4,
"network_redundancy_score": 0.669,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 85.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.2,
"shift_fill_... | {
"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": 2.18,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.2,
"occupancy_90d": 0.874,
"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 0.42,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -9059,
"annualized_revenue_impact_usd": -12975,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 509523,
"expansion_capture_probability_post_event": 0.472,
"lease_rate_change_pct": 0.42,
"occupancy_shift": -0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.29
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.79
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.596,
"capital_availability": 0.117,
"demand_pressure": 0.615,
"entitlement_friction": 0.232,
"labor_shortage": 0.575,
"portfolio_tightness": 0.475,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-101751",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:14:00Z",
"trace_id": "b0fac0b6-3f61-47f6-bb3f-7b290878a2e7"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"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": 0.418,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.38,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.44,
"battery_mwh": 1.35,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-47EE98425E",
"grid_service_limit_mw": 27.65,
"gross_sqft": 1224701,
"infill_site": false,
"lease_expiry_months": 21,... | {
"capital_availability": 0.829,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.403,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.445,
"nearby_nodes": 2,
"network_redundancy_score": 0.398,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.6,
"dock_utilization_pct": 86.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 2.26,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.5,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 1.99,
"rent_growth_90d_pct": 4.56,
"tenant_expansion_probability": 0.682
} | {
"annualized_noi_impact_usd": 124269,
"annualized_revenue_impact_usd": 196188,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 536766,
"expansion_capture_probability_post_event": 0.597,
"lease_rate_change_pct": 3.62,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 45.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.37
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.258,
"capital_availability": 0.829,
"demand_pressure": 0.691,
"entitlement_friction": 0.445,
"labor_shortage": 0.906,
"portfolio_tightness": 0.428,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-101752",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:20:00Z",
"trace_id": "9aaafcef-52cc-470b-ab5e-095357145555"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.011,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.461,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.43,
"battery_mwh": 8.11,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-D607EA5205",
"grid_service_limit_mw": 18.67,
"gross_sqft": 1073825,
"infill_site": true,
"lease_expiry_months": 59,
"oc... | {
"capital_availability": 0.543,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.452,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.428,
"nearby_nodes": 4,
"network_redundancy_score": 0.361,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 409295... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.4,
"dock_utilization_pct": 79,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.6,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": -0.06,
"rent_growth_90d_pct": 0.58,
"tenant_expansion_probability": 0.108
} | {
"annualized_noi_impact_usd": -274516,
"annualized_revenue_impact_usd": -407084,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 60,
"estimated_capex_usd": 552697,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.02,
"occupancy_shift": -0.024,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.71
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.36
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.632,
"capital_availability": 0.543,
"demand_pressure": 0.295,
"entitlement_friction": 0.428,
"labor_shortage": 0.685,
"portfolio_tightness": 0.483,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-101753",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:53:00Z",
"trace_id": "f354737f-a91e-4fee-8cba-247fd6964cb3"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.232,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.427,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.56,
"battery_mwh": 6.64,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 151,
"facility_id": "FAC-8EC7B7CC3C",
"grid_service_limit_mw": 26.57,
"gross_sqft": 1516851,
"infill_site": false,
"lease_expiry_months": 27,
"o... | {
"capital_availability": 0.463,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.365,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.788,
"nearby_nodes": 5,
"network_redundancy_score": 0.376,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 82.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.7,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 0.08,
"rent_growth_90d_pct": -0.53,
"tenant_expansion_probability": 0.415
} | {
"annualized_noi_impact_usd": -137307,
"annualized_revenue_impact_usd": -182247,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 420872,
"expansion_capture_probability_post_event": 0.318,
"lease_rate_change_pct": -1.77,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.87
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.45
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.803,
"capital_availability": 0.463,
"demand_pressure": 0.498,
"entitlement_friction": 0.788,
"labor_shortage": 0.731,
"portfolio_tightness": 0.457,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-101754",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:50:00Z",
"trace_id": "09a4af3c-6e79-407e-b16b-a5b61acb6388"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.166,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.25,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.61,
"battery_mwh": 2.55,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-F49D184706",
"grid_service_limit_mw": 14.5,
"gross_sqft": 575891,
"infill_site": true,
"lease_expiry_months": 57,
"... | {
"capital_availability": 0.006,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.596,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.666,
"nearby_nodes": 4,
"network_redundancy_score": 0.739,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 85.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.9,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 2.41,
"rent_growth_90d_pct": 2.42,
"tenant_expansion_probability": 0.411
} | {
"annualized_noi_impact_usd": 11737,
"annualized_revenue_impact_usd": 16445,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 362352,
"expansion_capture_probability_post_event": 0.329,
"lease_rate_change_pct": 0.2,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.65
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.91
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.694,
"capital_availability": 0.006,
"demand_pressure": 0.599,
"entitlement_friction": 0.666,
"labor_shortage": 0.766,
"portfolio_tightness": 0.649,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-101755",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:06:00Z",
"trace_id": "57ae2db1-97e2-4b04-bee7-c6b200abb909"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.022,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.154,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.26,
"battery_mwh": 5.18,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-C6EF17FE1E",
"grid_service_limit_mw": 19.59,
"gross_sqft": 721313,
"infill_site": true,
"lease_expiry_months": 35,
"occu... | {
"capital_availability": 0.064,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.321,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.717,
"nearby_nodes": 4,
"network_redundancy_score": 0.595,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 79,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.4,
"dock_utilization_pct": 80.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.717,
"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": 1.53,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.6,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": -0.65,
"rent_growth_90d_pct": 1.88,
"tenant_expansion_probability": 0.175
} | {
"annualized_noi_impact_usd": -78829,
"annualized_revenue_impact_usd": -128282,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 461258,
"expansion_capture_probability_post_event": 0.09,
"lease_rate_change_pct": -1.16,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.34
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.91
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.57,
"capital_availability": 0.064,
"demand_pressure": 0.388,
"entitlement_friction": 0.717,
"labor_shortage": 0.512,
"portfolio_tightness": 0.383,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-101756",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:28:00Z",
"trace_id": "81ba010f-d7a0-454c-a932-5b5c4403141b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"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": 0.439,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.194,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.19,
"battery_mwh": 8.03,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-3D2756779C",
"grid_service_limit_mw": 15.41,
"gross_sqft": 565269,
"infill_site": false,
"lease_expiry_months": 24,
"occ... | {
"capital_availability": 0.694,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.54,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.673,
"nearby_nodes": 6,
"network_redundancy_score": 0.677,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 93.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.1,
"dock_utilization_pct": 88.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 50.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.835,
"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": 1.65,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.9,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 1,
"tenant_expansion_probability": 0.648
} | {
"annualized_noi_impact_usd": 71308,
"annualized_revenue_impact_usd": 96077,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 579746,
"expansion_capture_probability_post_event": 0.54,
"lease_rate_change_pct": 0.7,
"occupancy_shift": 0.019,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.73
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.9
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.401,
"capital_availability": 0.694,
"demand_pressure": 0.835,
"entitlement_friction": 0.673,
"labor_shortage": 0.767,
"portfolio_tightness": 0.404,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-101757",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:29:00Z",
"trace_id": "0571bc99-3ac3-4a50-bab5-d68ff9fd87bd"
} | {
"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": 8.8,
"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": 0.435,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.217,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.65,
"battery_mwh": 8.85,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-928A95FBFA",
"grid_service_limit_mw": 16.02,
"gross_sqft": 1320029,
"infill_site": false,
"lease_expiry_months": 57,
"o... | {
"capital_availability": 0.459,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.315,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.173,
"nearby_nodes": 8,
"network_redundancy_score": 0.822,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.6,
"dock_utilization_pct": 92.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"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": 1.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 3.49,
"rent_growth_90d_pct": 5.75,
"tenant_expansion_probability": 0.654
} | {
"annualized_noi_impact_usd": 253341,
"annualized_revenue_impact_usd": 427761,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 437028,
"expansion_capture_probability_post_event": 0.583,
"lease_rate_change_pct": 5.19,
"occupancy_shift": 0.027,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.26
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.58
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.5,
"capital_availability": 0.459,
"demand_pressure": 1,
"entitlement_friction": 0.173,
"labor_shortage": 0.559,
"portfolio_tightness": 0.424,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-101758",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:46:00Z",
"trace_id": "81ad0b76-1563-45f2-abe7-d7f58fed53ec"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.072,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.205,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.61,
"battery_mwh": 1.54,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-2407D6AEBD",
"grid_service_limit_mw": 14.57,
"gross_sqft": 522446,
"infill_site": true,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.565,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.478,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.342,
"nearby_nodes": 8,
"network_redundancy_score": 0.636,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 82.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 69,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"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": 1.77,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.6,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 0.32,
"rent_growth_90d_pct": 1.17,
"tenant_expansion_probability": 0.194
} | {
"annualized_noi_impact_usd": -36176,
"annualized_revenue_impact_usd": -55322,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 594351,
"expansion_capture_probability_post_event": 0.086,
"lease_rate_change_pct": -2.01,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.45
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.37
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.291,
"capital_availability": 0.565,
"demand_pressure": 0.496,
"entitlement_friction": 0.342,
"labor_shortage": 0.763,
"portfolio_tightness": 0.332,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-101759",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:34:00Z",
"trace_id": "4b79f11f-460a-4679-bffc-f17fce6f5418"
} | {
"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": "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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.45,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.154,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.8,
"battery_mwh": 6.21,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-9899B2F2DD",
"grid_service_limit_mw": 9.8,
"gross_sqft": 1114494,
"infill_site": false,
"lease_expiry_months": 38,
"occu... | {
"capital_availability": 0.477,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.67,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.815,
"nearby_nodes": 6,
"network_redundancy_score": 0.469,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1640... | [
{
"appointment_fill_pct": 98.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 90.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.716,
"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": 2.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.2,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 5.21,
"rent_growth_90d_pct": 3.84,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 736802,
"annualized_revenue_impact_usd": 1120970,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 558400,
"expansion_capture_probability_post_event": 0.796,
"lease_rate_change_pct": 3.49,
"occupancy_shift": 0.045,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.72
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 28.44
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.378,
"capital_availability": 0.477,
"demand_pressure": 0.893,
"entitlement_friction": 0.815,
"labor_shortage": 0.651,
"portfolio_tightness": 0.594,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.877,
"id": "FORGE-101760",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:23:00Z",
"trace_id": "b8cc3bbd-edc2-4267-a843-2bea06746fdc"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.7,
"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": 0.371,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.364,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.39,
"battery_mwh": 4.88,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-524804FF72",
"grid_service_limit_mw": 9.89,
"gross_sqft": 1312010,
"infill_site": false,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.315,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.612,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.55,
"nearby_nodes": 8,
"network_redundancy_score": 0.394,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 171... | [
{
"appointment_fill_pct": 93.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 55.9,
"dock_utilization_pct": 88.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.826,
"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": 2.65,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.4,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 4.15,
"rent_growth_90d_pct": 4.33,
"tenant_expansion_probability": 0.664
} | {
"annualized_noi_impact_usd": 293539,
"annualized_revenue_impact_usd": 441967,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 555896,
"expansion_capture_probability_post_event": 0.566,
"lease_rate_change_pct": 2.7,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 46.75
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.99
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.393,
"capital_availability": 0.315,
"demand_pressure": 0.75,
"entitlement_friction": 0.55,
"labor_shortage": 1,
"portfolio_tightness": 0.702,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-101761",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:19:00Z",
"trace_id": "af8b273a-6cb7-448e-9c59-04851ec454ea"
} | {
"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": 9.2,
"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": 0.246,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.104,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.78,
"battery_mwh": 9.71,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-E1B67C0510",
"grid_service_limit_mw": 9.82,
"gross_sqft": 966873,
"infill_site": false,
"lease_expiry_months": 25,
"occu... | {
"capital_availability": 0.016,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.278,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.385,
"nearby_nodes": 8,
"network_redundancy_score": 0.433,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 58.8,
"dock_utilization_pct": 90.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.862,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.1,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 3.51,
"rent_growth_90d_pct": 2.45,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 95721,
"annualized_revenue_impact_usd": 139444,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 518234,
"expansion_capture_probability_post_event": 0.339,
"lease_rate_change_pct": 0.18,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.08
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.15
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.698,
"capital_availability": 0.016,
"demand_pressure": 0.893,
"entitlement_friction": 0.385,
"labor_shortage": 0.974,
"portfolio_tightness": 0.561,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-101762",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:43:00Z",
"trace_id": "66fe47af-ac5a-4f80-aa13-849bc2c9b34d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.173,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.367,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.69,
"battery_mwh": 6.65,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-AFE55FD465",
"grid_service_limit_mw": 6.73,
"gross_sqft": 656693,
"infill_site": false,
"lease_expiry_months": 10,
"occu... | {
"capital_availability": 0.102,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.588,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.484,
"nearby_nodes": 3,
"network_redundancy_score": 0.65,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 812... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 83.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"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": 2.5,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.9,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 2.24,
"rent_growth_90d_pct": 1.77,
"tenant_expansion_probability": 0.395
} | {
"annualized_noi_impact_usd": -68772,
"annualized_revenue_impact_usd": -90452,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 464939,
"expansion_capture_probability_post_event": 0.293,
"lease_rate_change_pct": -0.82,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.46
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.669,
"capital_availability": 0.102,
"demand_pressure": 0.477,
"entitlement_friction": 0.484,
"labor_shortage": 1,
"portfolio_tightness": 0.671,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-101763",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:48:00Z",
"trace_id": "10794491-d79e-484a-a1de-b6b21f9f8a00"
} | {
"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": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.114,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.097,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.22,
"battery_mwh": 1.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-34BBD44CEB",
"grid_service_limit_mw": 23.97,
"gross_sqft": 892758,
"infill_site": false,
"lease_expiry_months": 43,
"occ... | {
"capital_availability": 0.313,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.626,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.134,
"nearby_nodes": 5,
"network_redundancy_score": 0.333,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 27.3,
"dock_utilization_pct": 80.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.66,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_press... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 91,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 1.99,
"rent_growth_90d_pct": 2.82,
"tenant_expansion_probability": 0.342
} | {
"annualized_noi_impact_usd": 3690,
"annualized_revenue_impact_usd": 5020,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 613097,
"expansion_capture_probability_post_event": 0.303,
"lease_rate_change_pct": 0.24,
"occupancy_shift": 0.018,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.49
},
{
"action": "deploy_peak_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.527,
"capital_availability": 0.313,
"demand_pressure": 0.385,
"entitlement_friction": 0.134,
"labor_shortage": 0.545,
"portfolio_tightness": 0.433,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-101764",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:37:00Z",
"trace_id": "233d7f10-e713-42af-99f6-2cc6b8889f23"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.044,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.182,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.67,
"battery_mwh": 5.47,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-DD2EA2ADEA",
"grid_service_limit_mw": 12.37,
"gross_sqft": 1078592,
"infill_site": false,
"lease_expiry_months": 33,... | {
"capital_availability": 0.301,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.624,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.161,
"nearby_nodes": 6,
"network_redundancy_score": 0.835,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 82.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.2,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 0.68,
"tenant_expansion_probability": 0.208
} | {
"annualized_noi_impact_usd": -123044,
"annualized_revenue_impact_usd": -184509,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 90,
"estimated_capex_usd": 449530,
"expansion_capture_probability_post_event": 0.129,
"lease_rate_change_pct": -2.04,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.67
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.54
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.962,
"capital_availability": 0.301,
"demand_pressure": 0.45,
"entitlement_friction": 0.161,
"labor_shortage": 0.874,
"portfolio_tightness": 0.555,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-101765",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:34:00Z",
"trace_id": "54393392-8017-47b4-9f55-f65885781f06"
} | {
"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": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.405,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.456,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.4,
"battery_mwh": 6.39,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 136,
"facility_id": "FAC-9C7E29DB2F",
"grid_service_limit_mw": 25.45,
"gross_sqft": 1365856,
"infill_site": true,
"lease_expiry_months": 57,
"occu... | {
"capital_availability": 0.379,
"cluster_utilization_pct": 0.99,
"competitive_pressure_score": 0.64,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.429,
"nearby_nodes": 8,
"network_redundancy_score": 0.715,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 86.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 27.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.856,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.6,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 1.33,
"tenant_expansion_probability": 0.572
} | {
"annualized_noi_impact_usd": -75579,
"annualized_revenue_impact_usd": -98006,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 691387,
"expansion_capture_probability_post_event": 0.448,
"lease_rate_change_pct": 0.42,
"occupancy_shift": -0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.45
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.39
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.498,
"capital_availability": 0.379,
"demand_pressure": 0.675,
"entitlement_friction": 0.429,
"labor_shortage": 0.729,
"portfolio_tightness": 0.528,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-101766",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:15:00Z",
"trace_id": "7448e34d-4740-40ea-8359-757f320c5780"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.039,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.295,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.38,
"battery_mwh": 0.96,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-2E951EB089",
"grid_service_limit_mw": 12.52,
"gross_sqft": 812011,
"infill_site": false,
"lease_expiry_months": 58,
"occ... | {
"capital_availability": 0.521,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.487,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.382,
"nearby_nodes": 2,
"network_redundancy_score": 0.546,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 78.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 83.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill... | {
"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": "moderate",
"for... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability": 0.21
} | {
"annualized_noi_impact_usd": -169459,
"annualized_revenue_impact_usd": -226682,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 524876,
"expansion_capture_probability_post_event": 0.119,
"lease_rate_change_pct": -0.52,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.23
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.742,
"capital_availability": 0.521,
"demand_pressure": 0.496,
"entitlement_friction": 0.382,
"labor_shortage": 0.83,
"portfolio_tightness": 0.566,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-101767",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:30:00Z",
"trace_id": "97d75383-e4ab-448d-8a4c-36753e33a26a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"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": 0.227,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.215,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.29,
"battery_mwh": 9.84,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-7C0AFC730D",
"grid_service_limit_mw": 9.66,
"gross_sqft": 780067,
"infill_site": true,
"lease_expiry_months": 68,
"... | {
"capital_availability": 0.128,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.457,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.319,
"nearby_nodes": 6,
"network_redundancy_score": 0.829,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 88,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 85,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.2,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 2.55,
"rent_growth_90d_pct": 2.22,
"tenant_expansion_probability": 0.429
} | {
"annualized_noi_impact_usd": -43692,
"annualized_revenue_impact_usd": -69847,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 493744,
"expansion_capture_probability_post_event": 0.33,
"lease_rate_change_pct": 0.06,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.18
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.07
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.812,
"capital_availability": 0.128,
"demand_pressure": 0.565,
"entitlement_friction": 0.319,
"labor_shortage": 0.933,
"portfolio_tightness": 0.655,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-101768",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:03:00Z",
"trace_id": "1c38a111-7573-44b0-acbe-c87f21845501"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"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": 0.19,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.29,
"battery_mwh": 5.86,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-F18ADABCA1",
"grid_service_limit_mw": 12.38,
"gross_sqft": 691972,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.104,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.558,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.515,
"nearby_nodes": 7,
"network_redundancy_score": 0.847,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 80.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 1.72,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.3,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 0.77,
"rent_growth_90d_pct": 1.58,
"tenant_expansion_probability": 0.168
} | {
"annualized_noi_impact_usd": -71768,
"annualized_revenue_impact_usd": -99173,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 505411,
"expansion_capture_probability_post_event": 0.062,
"lease_rate_change_pct": -2.41,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.51
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.49
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.699,
"capital_availability": 0.104,
"demand_pressure": 0.36,
"entitlement_friction": 0.515,
"labor_shortage": 1,
"portfolio_tightness": 0.571,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-101769",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:36:00Z",
"trace_id": "9930f9ac-3d3a-4795-b18c-140076ad9605"
} | {
"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": 8.1,
"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": -0.006,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.397,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.45,
"battery_mwh": 7.54,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-1AB9271A7A",
"grid_service_limit_mw": 17.82,
"gross_sqft": 1004507,
"infill_site": true,
"lease_expiry_months": 21,
"oc... | {
"capital_availability": 0.398,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.54,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.245,
"nearby_nodes": 5,
"network_redundancy_score": 0.82,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.7,
"dock_utilization_pct": 78,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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": 1.95,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.5,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 0.62,
"rent_growth_90d_pct": 1.54,
"tenant_expansion_probability": 0.13
} | {
"annualized_noi_impact_usd": -228840,
"annualized_revenue_impact_usd": -353630,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 638422,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.3,
"occupancy_shift": -0.023,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.54
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 25.7
},
{
"action": "hold_service_level... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.434,
"capital_availability": 0.398,
"demand_pressure": 0.226,
"entitlement_friction": 0.245,
"labor_shortage": 0.767,
"portfolio_tightness": 0.549,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-101770",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:00:00Z",
"trace_id": "75cffe55-9234-430b-adcf-714291c8ce04"
} | {
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.323,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.249,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.53,
"battery_mwh": 7.86,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-871FB2495B",
"grid_service_limit_mw": 9.34,
"gross_sqft": 596380,
"infill_site": false,
"lease_expiry_months": 37,
"occu... | {
"capital_availability": 0.235,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.303,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.688,
"nearby_nodes": 8,
"network_redundancy_score": 0.434,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 85.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"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": 2.29,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.7,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 1.25,
"tenant_expansion_probability": 0.554
} | {
"annualized_noi_impact_usd": 38830,
"annualized_revenue_impact_usd": 52088,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 610232,
"expansion_capture_probability_post_event": 0.457,
"lease_rate_change_pct": 0.14,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.18
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.11
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.844,
"capital_availability": 0.235,
"demand_pressure": 0.622,
"entitlement_friction": 0.688,
"labor_shortage": 0.882,
"portfolio_tightness": 0.602,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-101771",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:42:00Z",
"trace_id": "b806c209-2616-42d9-b638-dba5ee235d6d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.4,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.227,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.55,
"battery_mwh": 7.48,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-864BB7C6F8",
"grid_service_limit_mw": 16.05,
"gross_sqft": 788737,
"infill_site": false,
"lease_expiry_months": 69,
"occ... | {
"capital_availability": 0.24,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.273,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.251,
"nearby_nodes": 3,
"network_redundancy_score": 0.845,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 85.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.4,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 1.69,
"rent_growth_90d_pct": 0.78,
"tenant_expansion_probability": 0.611
} | {
"annualized_noi_impact_usd": 28931,
"annualized_revenue_impact_usd": 47966,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 491063,
"expansion_capture_probability_post_event": 0.531,
"lease_rate_change_pct": 0.98,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.75
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.629,
"capital_availability": 0.24,
"demand_pressure": 0.625,
"entitlement_friction": 0.251,
"labor_shortage": 0.672,
"portfolio_tightness": 0.468,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.742,
"id": "FORGE-101772",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:07:00Z",
"trace_id": "49b4dacd-d18f-4a07-801b-3514b62d7a60"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.139,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.225,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.65,
"battery_mwh": 10.02,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-8708F006D7",
"grid_service_limit_mw": 19.86,
"gross_sqft": 1285045,
"infill_site": true,
"lease_expiry_months": 53,... | {
"capital_availability": 0.488,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.616,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.705,
"nearby_nodes": 4,
"network_redundancy_score": 0.32,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 82.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 1.53,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.8,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 0.74,
"rent_growth_90d_pct": 3.32,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -48001,
"annualized_revenue_impact_usd": -74028,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 583380,
"expansion_capture_probability_post_event": 0.211,
"lease_rate_change_pct": 0.14,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 35.98
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.17
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.921,
"capital_availability": 0.488,
"demand_pressure": 0.47,
"entitlement_friction": 0.705,
"labor_shortage": 0.865,
"portfolio_tightness": 0.565,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-101773",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:08:00Z",
"trace_id": "c01f2d89-72e1-4fb1-a053-982e8d07600e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.079,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.496,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.26,
"battery_mwh": 7.56,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-FB6F796249",
"grid_service_limit_mw": 14.28,
"gross_sqft": 1019311,
"infill_site": false,
"lease_expiry_months": 32,... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.803,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.228,
"nearby_nodes": 8,
"network_redundancy_score": 0.561,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 957411,
... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 81.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"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": 1.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.2,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 0.33,
"rent_growth_90d_pct": 1.81,
"tenant_expansion_probability": 0.257
... | {
"annualized_noi_impact_usd": -135760,
"annualized_revenue_impact_usd": -190121,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 403820,
"expansion_capture_probability_post_event": 0.178,
"lease_rate_change_pct": -0.99,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.49
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.715,
"capital_availability": 0,
"demand_pressure": 0.417,
"entitlement_friction": 0.228,
"labor_shortage": 0.953,
"portfolio_tightness": 0.44,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-101774",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:48:00Z",
"trace_id": "ad3e4601-2786-487c-bcd6-1feb74737c6c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.293,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.414,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.59,
"battery_mwh": 7.7,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-74E9FE048F",
"grid_service_limit_mw": 12.39,
"gross_sqft": 427694,
"infill_site": false,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.595,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.801,
"cross_node_rebalancing_capacity_pct": 0.082,
"entitlement_friction": 0.66,
"nearby_nodes": 3,
"network_redundancy_score": 0.771,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 880... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.9,
"dock_utilization_pct": 93,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_rate_pc... | {
"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": "moderate",
"forecas... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.5,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 4.91,
"rent_growth_90d_pct": 3.61,
"tenant_expansion_probability": 0.541
} | {
"annualized_noi_impact_usd": 38753,
"annualized_revenue_impact_usd": 57448,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 566489,
"expansion_capture_probability_post_event": 0.444,
"lease_rate_change_pct": 1.73,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.12
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.63
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.611,
"capital_availability": 0.595,
"demand_pressure": 0.972,
"entitlement_friction": 0.66,
"labor_shortage": 0.717,
"portfolio_tightness": 0.712,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-101775",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:42:00Z",
"trace_id": "1b8f37e2-a30e-43a6-be9d-495b88e4c9a7"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.113,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.256,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.57,
"battery_mwh": 4.18,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-DD37418DAC",
"grid_service_limit_mw": 23.18,
"gross_sqft": 937116,
"infill_site": false,
"lease_expiry_months": 18,
"occ... | {
"capital_availability": 0.617,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.691,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.408,
"nearby_nodes": 4,
"network_redundancy_score": 0.355,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 80.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": 2.28,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.8,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 0.97,
"rent_growth_90d_pct": 0.64,
"tenant_expansion_probability": 0.317
} | {
"annualized_noi_impact_usd": -105390,
"annualized_revenue_impact_usd": -160553,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 514302,
"expansion_capture_probability_post_event": 0.218,
"lease_rate_change_pct": -2.07,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.57
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.2
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.338,
"capital_availability": 0.617,
"demand_pressure": 0.384,
"entitlement_friction": 0.408,
"labor_shortage": 1,
"portfolio_tightness": 0.501,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-101776",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:25:00Z",
"trace_id": "e51457a4-d7d0-4281-8ef6-80889e9377bd"
} | {
"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": 7.8,
"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": 0.081,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.372,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.45,
"battery_mwh": 10.45,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-5B47B31901",
"grid_service_limit_mw": 17.54,
"gross_sqft": 1293059,
"infill_site": true,
"lease_expiry_months": 42,
"o... | {
"capital_availability": 0.321,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.767,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.639,
"nearby_nodes": 3,
"network_redundancy_score": 0.52,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 929108,... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 81.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"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": 1.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.9,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 0.36,
"rent_growth_90d_pct": -0.07,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -244958,
"annualized_revenue_impact_usd": -329071,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 511583,
"expansion_capture_probability_post_event": 0.179,
"lease_rate_change_pct": -2.59,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.41
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.9
},
{
"action": "shift_overflow_to_satellite",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.403,
"capital_availability": 0.321,
"demand_pressure": 0.451,
"entitlement_friction": 0.639,
"labor_shortage": 0.808,
"portfolio_tightness": 0.429,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-101777",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:52:00Z",
"trace_id": "b7c496ad-d45e-4652-996c-2f6f2daef9c7"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.019,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.223,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.36,
"battery_mwh": 4.15,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-0EE0728C2D",
"grid_service_limit_mw": 17.76,
"gross_sqft": 720540,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.681,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.666,
"nearby_nodes": 4,
"network_redundancy_score": 0.647,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 86.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"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": 1.92,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.7,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 3.61,
"tenant_expansion_probability": 0.17
} | {
"annualized_noi_impact_usd": -45317,
"annualized_revenue_impact_usd": -64378,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 491326,
"expansion_capture_probability_post_event": 0.085,
"lease_rate_change_pct": -0.29,
"occupancy_shift": 0.016,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.87
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.807,
"capital_availability": 0,
"demand_pressure": 0.706,
"entitlement_friction": 0.666,
"labor_shortage": 0.726,
"portfolio_tightness": 0.487,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-101778",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:29:00Z",
"trace_id": "97c46734-5e69-4a52-8f9c-1d8b871b7907"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.011,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.2,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.26,
"battery_mwh": 4.41,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-C1A4863C73",
"grid_service_limit_mw": 9.86,
"gross_sqft": 1287646,
"infill_site": true,
"lease_expiry_months": 13,
"occ... | {
"capital_availability": 0.379,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.341,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.707,
"nearby_nodes": 8,
"network_redundancy_score": 0.523,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 80.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.5,
"occupancy_90d": 0.88,
"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": 2.11,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -393338,
"annualized_revenue_impact_usd": -554317,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 507870,
"expansion_capture_probability_post_event": 0.098,
"lease_rate_change_pct": -1.97,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.79
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.65
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.479,
"capital_availability": 0.379,
"demand_pressure": 0.344,
"entitlement_friction": 0.707,
"labor_shortage": 0.956,
"portfolio_tightness": 0.606,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-101779",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:36:00Z",
"trace_id": "9e00a7e2-8f45-4b07-a55b-8f62bdc9e83a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.084,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.267,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.62,
"battery_mwh": 1.68,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-B50E0544C5",
"grid_service_limit_mw": 12.66,
"gross_sqft": 1104731,
"infill_site": false,
"lease_expiry_months": 50,
"o... | {
"capital_availability": 0.216,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.458,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.483,
"nearby_nodes": 7,
"network_redundancy_score": 0.875,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 82,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.6,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 0.65,
"rent_growth_90d_pct": -0.66,
"tenant_expansion_probability": 0.2... | {
"annualized_noi_impact_usd": -135800,
"annualized_revenue_impact_usd": -202730,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 30,
"estimated_capex_usd": 381435,
"expansion_capture_probability_post_event": 0.174,
"lease_rate_change_pct": -2.83,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.27
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.947,
"capital_availability": 0.216,
"demand_pressure": 0.436,
"entitlement_friction": 0.483,
"labor_shortage": 0.811,
"portfolio_tightness": 0.546,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-101780",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:09:00Z",
"trace_id": "4e158b12-3131-443e-815a-6303e75072ba"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.248,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.288,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.72,
"battery_mwh": 7.87,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-54457CCFFD",
"grid_service_limit_mw": 19.2,
"gross_sqft": 1316595,
"infill_site": true,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.403,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.8,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.581,
"nearby_nodes": 2,
"network_redundancy_score": 0.481,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 213... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 82.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 1.72,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.6,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 0.15,
"rent_growth_90d_pct": 2.72,
"tenant_expansion_probability": 0.435
} | {
"annualized_noi_impact_usd": -56378,
"annualized_revenue_impact_usd": -81364,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 527643,
"expansion_capture_probability_post_event": 0.337,
"lease_rate_change_pct": 0.8,
"occupancy_shift": 0,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.48
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.02
},
{
"action": "offer_preemptive... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.24,
"capital_availability": 0.403,
"demand_pressure": 0.504,
"entitlement_friction": 0.581,
"labor_shortage": 0.718,
"portfolio_tightness": 0.333,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-101781",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:20:00Z",
"trace_id": "3e7a57fc-ba26-4be0-ade9-611b7780a849"
} | {
"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": 7.9,
"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": 0.433,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.259,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.26,
"battery_mwh": 12.08,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-DAEF005110",
"grid_service_limit_mw": 16.65,
"gross_sqft": 616770,
"infill_site": true,
"lease_expiry_months": 25,
"occ... | {
"capital_availability": 0.46,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.353,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.369,
"nearby_nodes": 4,
"network_redundancy_score": 0.632,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.6,
"dock_utilization_pct": 90.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 60.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"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": 2.52,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 89.1,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 5.35,
"rent_growth_90d_pct": 7.28,
"tenant_expansion_probability": 0.763
} | {
"annualized_noi_impact_usd": 214636,
"annualized_revenue_impact_usd": 305962,
"cap_rate_pressure_pct": 0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 434169,
"expansion_capture_probability_post_event": 0.729,
"lease_rate_change_pct": 6.23,
"occupancy_shift": 0.035,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.91
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 33.34
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.449,
"capital_availability": 0.46,
"demand_pressure": 0.889,
"entitlement_friction": 0.369,
"labor_shortage": 0.476,
"portfolio_tightness": 0.56,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-101782",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:59:00Z",
"trace_id": "00502991-241b-4c3f-b101-7974dbf4e207"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.107,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.385,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.46,
"battery_mwh": 4.58,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 30,
"facility_id": "FAC-669B942F72",
"grid_service_limit_mw": 20.29,
"gross_sqft": 307251,
"infill_site": true,
"lease_expiry_months": 42,
"... | {
"capital_availability": 0.306,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.573,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.173,
"nearby_nodes": 8,
"network_redundancy_score": 0.644,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 375931... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 31.5,
"dock_utilization_pct": 79.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.662,
"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": 2.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.7,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 1,
"rent_growth_90d_pct": 1.42,
"tenant_expansion_probability": 0.319
} | {
"annualized_noi_impact_usd": -10640,
"annualized_revenue_impact_usd": -17309,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 451984,
"expansion_capture_probability_post_event": 0.282,
"lease_rate_change_pct": -0.84,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.15
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 23.57
},
{
"action": "monitor_and_stage",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.691,
"capital_availability": 0.306,
"demand_pressure": 0.354,
"entitlement_friction": 0.173,
"labor_shortage": 0.593,
"portfolio_tightness": 0.363,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-101783",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:53:00Z",
"trace_id": "e2bfaded-f8fe-4472-accb-8d289e9f7eec"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"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": 0.099,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.124,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.44,
"battery_mwh": 9.56,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 68,
"facility_id": "FAC-D36228E572",
"grid_service_limit_mw": 21.62,
"gross_sqft": 682772,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.341,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.319,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.123,
"nearby_nodes": 8,
"network_redundancy_score": 0.434,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 76.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 80.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 2.17,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.1,
"occupancy_90d": 0.882,
"rent_growth_30d_pct": 1.08,
"rent_growth_90d_pct": 0.62,
"tenant_expansion_probability": 0.203
... | {
"annualized_noi_impact_usd": -179337,
"annualized_revenue_impact_usd": -243554,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 60,
"estimated_capex_usd": 530780,
"expansion_capture_probability_post_event": 0.094,
"lease_rate_change_pct": -2.13,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.95
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.4
},
{
"action": "shift_overflow_to_sa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.783,
"capital_availability": 0.341,
"demand_pressure": 0.372,
"entitlement_friction": 0.123,
"labor_shortage": 0.689,
"portfolio_tightness": 0.559,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-101784",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:30:00Z",
"trace_id": "6307b6cf-cddb-4bb6-88d2-8b1e3fdbdf60"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"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": 0.106,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.437,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.48,
"battery_mwh": 2.42,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-140CE2BAC4",
"grid_service_limit_mw": 13.15,
"gross_sqft": 701539,
"infill_site": true,
"lease_expiry_months": 19,
"occu... | {
"capital_availability": 0.318,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.351,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.149,
"nearby_nodes": 3,
"network_redundancy_score": 0.804,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.5,
"dock_utilization_pct": 81.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.4,
"shift_fil... | {
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.1,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": -0.29,
"rent_growth_90d_pct": 2.03,
"tenant_expansion_probability": 0.214
} | {
"annualized_noi_impact_usd": -122697,
"annualized_revenue_impact_usd": -209577,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 504927,
"expansion_capture_probability_post_event": 0.13,
"lease_rate_change_pct": -0.37,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.78
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.98
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.561,
"capital_availability": 0.318,
"demand_pressure": 0.451,
"entitlement_friction": 0.149,
"labor_shortage": 0.532,
"portfolio_tightness": 0.302,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-101785",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:28:00Z",
"trace_id": "074eb0ce-86fb-4ffc-acd5-2c039d1d7381"
} | {
"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": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.015,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.232,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.74,
"battery_mwh": 7.29,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-5480AB0D8B",
"grid_service_limit_mw": 19.43,
"gross_sqft": 420814,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.623,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.752,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.661,
"nearby_nodes": 6,
"network_redundancy_score": 0.787,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 75,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 28.4,
"dock_utilization_pct": 78.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 71.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.653,
"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": 2.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.8,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 2.82,
"tenant_expansion_probability": 0.243
} | {
"annualized_noi_impact_usd": -36799,
"annualized_revenue_impact_usd": -61565,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 584020,
"expansion_capture_probability_post_event": 0.177,
"lease_rate_change_pct": -1.29,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 51.13
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.54
},
{
"action": "monitor_and_stag... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.1,
"capital_availability": 0.623,
"demand_pressure": 0.272,
"entitlement_friction": 0.661,
"labor_shortage": 0.611,
"portfolio_tightness": 0.448,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-101786",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:19:00Z",
"trace_id": "4453f9c3-7187-4a94-83c5-3fad7cef0b9f"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"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": 0.316,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.091,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.77,
"battery_mwh": 7.41,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-5A1F55C416",
"grid_service_limit_mw": 6.39,
"gross_sqft": 1063205,
"infill_site": false,
"lease_expiry_months": 51,
"oc... | {
"capital_availability": 0.939,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.284,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.817,
"nearby_nodes": 3,
"network_redundancy_score": 0.448,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 81,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 86.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 34.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.704,
"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": 2.88,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.2,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 4.26,
"rent_growth_90d_pct": 3.94,
"tenant_expansion_probability": 0.708
} | {
"annualized_noi_impact_usd": 558458,
"annualized_revenue_impact_usd": 728657,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 419158,
"expansion_capture_probability_post_event": 0.653,
"lease_rate_change_pct": 1.93,
"occupancy_shift": 0.038,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 48.12
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.79
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.104,
"capital_availability": 0.939,
"demand_pressure": 0.649,
"entitlement_friction": 0.817,
"labor_shortage": 1,
"portfolio_tightness": 0.581,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-101787",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:02:00Z",
"trace_id": "df3b164d-3bfe-4754-8598-2e5690a1ad71"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.22,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.409,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.57,
"battery_mwh": 1.06,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-9DD5F4B370",
"grid_service_limit_mw": 7.94,
"gross_sqft": 467980,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.726,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.424,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.626,
"nearby_nodes": 8,
"network_redundancy_score": 0.421,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.5,
"dock_utilization_pct": 82.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 60.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.654,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.88,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.7,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 3.4,
"rent_growth_90d_pct": 5.69,
"tenant_expansion_probability": 0.559
} | {
"annualized_noi_impact_usd": 121763,
"annualized_revenue_impact_usd": 169573,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 621411,
"expansion_capture_probability_post_event": 0.514,
"lease_rate_change_pct": 3.01,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.35
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.79
},
{
"action": "monitor_and_stage",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.235,
"capital_availability": 0.726,
"demand_pressure": 0.457,
"entitlement_friction": 0.626,
"labor_shortage": 0.666,
"portfolio_tightness": 0.586,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-101788",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:43:00Z",
"trace_id": "8c90477e-72d5-42b1-afb1-1181c965e4bc"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.033,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.38,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.34,
"battery_mwh": 0.98,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-4E88D572DF",
"grid_service_limit_mw": 23.31,
"gross_sqft": 743133,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.492,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.758,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.589,
"nearby_nodes": 8,
"network_redundancy_score": 0.705,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2122070... | [
{
"appointment_fill_pct": 72.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 77.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"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": 1.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.3,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": -1.85,
"rent_growth_90d_pct": -1.52,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -188838,
"annualized_revenue_impact_usd": -254270,
"cap_rate_pressure_pct": -0.39,
"decision_horizon_days": 60,
"estimated_capex_usd": 518064,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.88,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.19
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.04
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.882,
"capital_availability": 0.492,
"demand_pressure": 0.226,
"entitlement_friction": 0.589,
"labor_shortage": 0.962,
"portfolio_tightness": 0.37,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-101789",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:12:00Z",
"trace_id": "797aaf00-e8d9-43dc-b17e-0f72f9adc6a3"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.171,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.263,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.58,
"battery_mwh": 0.46,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 109,
"facility_id": "FAC-9F9B316DD8",
"grid_service_limit_mw": 9.04,
"gross_sqft": 1098830,
"infill_site": true,
"lease_expiry_months": 44,
"occu... | {
"capital_availability": 0.258,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.512,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.792,
"nearby_nodes": 7,
"network_redundancy_score": 0.566,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 61... | [
{
"appointment_fill_pct": 86,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 87.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.826,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.49,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.4,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 3.35,
"rent_growth_90d_pct": 4,
"tenant_expansion_probability": 0.367
} | {
"annualized_noi_impact_usd": -141883,
"annualized_revenue_impact_usd": -204239,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 738126,
"expansion_capture_probability_post_event": 0.245,
"lease_rate_change_pct": 0.58,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.78
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.75
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.561,
"capital_availability": 0.258,
"demand_pressure": 0.66,
"entitlement_friction": 0.792,
"labor_shortage": 0.717,
"portfolio_tightness": 0.723,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-101790",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:15:00Z",
"trace_id": "ffd41f87-bc27-4cec-ae0d-90a129f90d53"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.396,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.313,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.19,
"battery_mwh": 5.01,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-BE1B02D32E",
"grid_service_limit_mw": 19.61,
"gross_sqft": 708413,
"infill_site": true,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.598,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.466,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.138,
"nearby_nodes": 3,
"network_redundancy_score": 0.559,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.6,
"dock_utilization_pct": 87.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 2.65,
"rent_growth_90d_pct": 3.38,
"tenant_expansion_probability": 0.661
} | {
"annualized_noi_impact_usd": 89283,
"annualized_revenue_impact_usd": 118581,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 413222,
"expansion_capture_probability_post_event": 0.597,
"lease_rate_change_pct": 3.06,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.48
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.82
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.404,
"capital_availability": 0.598,
"demand_pressure": 0.758,
"entitlement_friction": 0.138,
"labor_shortage": 0.85,
"portfolio_tightness": 0.449,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-101791",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:57:00Z",
"trace_id": "9a046190-8be9-4e0e-8f21-11c71c2921f4"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.4,
"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": 0.099,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.457,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.7,
"battery_mwh": 7.72,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-FB02606606",
"grid_service_limit_mw": 7.07,
"gross_sqft": 951498,
"infill_site": false,
"lease_expiry_months": 27,
"occup... | {
"capital_availability": 0.422,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.447,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.242,
"nearby_nodes": 6,
"network_redundancy_score": 0.813,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1825... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 83.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 18,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.701,
"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": 3.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.8,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 4.46,
"rent_growth_90d_pct": 5.5,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 47149,
"annualized_revenue_impact_usd": 78337,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 554565,
"expansion_capture_probability_post_event": 0.384,
"lease_rate_change_pct": 1.86,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.66
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.9
},
{
"action": "hold_service_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.291,
"capital_availability": 0.422,
"demand_pressure": 0.493,
"entitlement_friction": 0.242,
"labor_shortage": 0.835,
"portfolio_tightness": 0.649,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-101792",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:40:00Z",
"trace_id": "3fabab40-585e-4edd-8be6-1ee89b02a5a0"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.128,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.466,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.62,
"battery_mwh": 11.5,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-318DCE84A4",
"grid_service_limit_mw": 17.38,
"gross_sqft": 663736,
"infill_site": true,
"lease_expiry_months": 28,
"occu... | {
"capital_availability": 0.048,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.31,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.168,
"nearby_nodes": 5,
"network_redundancy_score": 0.321,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1139185... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.5,
"dock_utilization_pct": 84,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"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": 1.97,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.7,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 3.37,
"tenant_expansion_probability": 0.325
} | {
"annualized_noi_impact_usd": -51385,
"annualized_revenue_impact_usd": -67134,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 493082,
"expansion_capture_probability_post_event": 0.249,
"lease_rate_change_pct": 0.63,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.59
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.55
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.634,
"capital_availability": 0.048,
"demand_pressure": 0.559,
"entitlement_friction": 0.168,
"labor_shortage": 0.924,
"portfolio_tightness": 0.475,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-101793",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:27:00Z",
"trace_id": "50d237d2-1dc2-4534-b314-4934db540e55"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.306,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.352,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.31,
"battery_mwh": 11.19,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-435A63D6AE",
"grid_service_limit_mw": 9.58,
"gross_sqft": 1003167,
"infill_site": false,
"lease_expiry_months": 26,... | {
"capital_availability": 0.654,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.526,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.593,
"nearby_nodes": 2,
"network_redundancy_score": 0.369,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 78.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.8,
"dock_utilization_pct": 85.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 33.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.662,
"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": 2.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.5,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 4.09,
"rent_growth_90d_pct": 5.77,
"tenant_expansion_probability": 0.657
} | {
"annualized_noi_impact_usd": 374244,
"annualized_revenue_impact_usd": 633973,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 386169,
"expansion_capture_probability_post_event": 0.625,
"lease_rate_change_pct": 4.09,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.24
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.5
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.599,
"capital_availability": 0.654,
"demand_pressure": 0.568,
"entitlement_friction": 0.593,
"labor_shortage": 0.567,
"portfolio_tightness": 0.663,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-101794",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:57:00Z",
"trace_id": "e905967b-e0b8-409c-ac67-1f802d9c7520"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"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": 0.022,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.127,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.27,
"battery_mwh": 1.32,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-608DA52928",
"grid_service_limit_mw": 12.58,
"gross_sqft": 614240,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.652,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.416,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.649,
"nearby_nodes": 8,
"network_redundancy_score": 0.789,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 80.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"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": 2.42,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 0.87,
"rent_growth_90d_pct": 3.35,
"tenant_expansion_probability": 0.165
} | {
"annualized_noi_impact_usd": -167033,
"annualized_revenue_impact_usd": -277511,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 726032,
"expansion_capture_probability_post_event": 0.037,
"lease_rate_change_pct": -1.32,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.37
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.68
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.63,
"capital_availability": 0.652,
"demand_pressure": 0.336,
"entitlement_friction": 0.649,
"labor_shortage": 0.931,
"portfolio_tightness": 0.607,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-101795",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:23:00Z",
"trace_id": "7ca3352e-7519-47a1-a431-c8e48e6dca95"
} | {
"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": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.448,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.222,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.47,
"battery_mwh": 11.54,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-E6CD9BD715",
"grid_service_limit_mw": 23.46,
"gross_sqft": 382162,
"infill_site": false,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.323,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.394,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.398,
"nearby_nodes": 4,
"network_redundancy_score": 0.741,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 154284... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 85.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.841,
"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": 1.92,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.9,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.87,
"rent_growth_90d_pct": 2.42,
"tenant_expansion_probability": 0.606
} | {
"annualized_noi_impact_usd": 16103,
"annualized_revenue_impact_usd": 22361,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 721138,
"expansion_capture_probability_post_event": 0.481,
"lease_rate_change_pct": 1.51,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 51.82
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.6
},
{
"action": "shift_overflow_to_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.611,
"capital_availability": 0.323,
"demand_pressure": 0.641,
"entitlement_friction": 0.398,
"labor_shortage": 0.788,
"portfolio_tightness": 0.5,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-101796",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:32:00Z",
"trace_id": "b2e950c6-93fd-43ae-9b06-90a00fe1794b"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.282,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.364,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.31,
"battery_mwh": 5.78,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-4437D34732",
"grid_service_limit_mw": 8.28,
"gross_sqft": 784727,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.371,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.825,
"nearby_nodes": 6,
"network_redundancy_score": 0.669,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 86.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.6,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.59,
"rent_growth_90d_pct": 2.81,
"tenant_expansion_probability": 0.496
} | {
"annualized_noi_impact_usd": 90696,
"annualized_revenue_impact_usd": 116295,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 398143,
"expansion_capture_probability_post_event": 0.402,
"lease_rate_change_pct": 1.21,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.63
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.63
},
{
"action": "offer_pre... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.865,
"capital_availability": 0,
"demand_pressure": 0.642,
"entitlement_friction": 0.825,
"labor_shortage": 0.681,
"portfolio_tightness": 0.573,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-101797",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:19:00Z",
"trace_id": "5234318c-4be0-4682-8b69-6e19993b315d"
} | {
"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,
"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": 0.133,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.092,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.37,
"battery_mwh": 6.77,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 67,
"facility_id": "FAC-2BFCC59CEE",
"grid_service_limit_mw": 16.87,
"gross_sqft": 671962,
"infill_site": true,
"lease_expiry_months": 68,
"... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.697,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.533,
"nearby_nodes": 6,
"network_redundancy_score": 0.629,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 68008... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.5,
"dock_utilization_pct": 83.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.3,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"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": 1.76,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.2,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.59,
"rent_growth_90d_pct": 2.45,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -47368,
"annualized_revenue_impact_usd": -75134,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 642675,
"expansion_capture_probability_post_event": 0.128,
"lease_rate_change_pct": -1.25,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.88
},
{
"action": "secure_p... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.626,
"capital_availability": 0,
"demand_pressure": 0.497,
"entitlement_friction": 0.533,
"labor_shortage": 0.901,
"portfolio_tightness": 0.578,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-101798",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:44:00Z",
"trace_id": "e532a8a3-d73d-4224-aca7-b8f66bce7555"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.344,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.267,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.38,
"battery_mwh": 7.9,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-5CD04BB24C",
"grid_service_limit_mw": 17.58,
"gross_sqft": 654518,
"infill_site": false,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.558,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.492,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.269,
"nearby_nodes": 4,
"network_redundancy_score": 0.852,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 92.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 86.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 0.73,
"tenant_expansion_probability": 0.529
} | {
"annualized_noi_impact_usd": 31158,
"annualized_revenue_impact_usd": 50824,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 410422,
"expansion_capture_probability_post_event": 0.446,
"lease_rate_change_pct": 0.3,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.25
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.34
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.794,
"capital_availability": 0.558,
"demand_pressure": 0.693,
"entitlement_friction": 0.269,
"labor_shortage": 0.789,
"portfolio_tightness": 0.415,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-101799",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:37:00Z",
"trace_id": "54823e6a-7142-4c02-90dc-ebbcb274a8cc"
} | {
"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": 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": 0.052,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.481,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.79,
"battery_mwh": 3.6,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 137,
"facility_id": "FAC-48D217FB88",
"grid_service_limit_mw": 14.02,
"gross_sqft": 1374752,
"infill_site": false,
"lease_expiry_months": 55,
"occ... | {
"capital_availability": 0.257,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.305,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.536,
"nearby_nodes": 5,
"network_redundancy_score": 0.702,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.2,
"dock_utilization_pct": 78.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.2,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 0.65,
"rent_growth_90d_pct": 0.7,
"tenant_expansion_probability": 0.189
} | {
"annualized_noi_impact_usd": -306933,
"annualized_revenue_impact_usd": -407170,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 789674,
"expansion_capture_probability_post_event": 0.061,
"lease_rate_change_pct": -2.89,
"occupancy_shift": -0.028,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.33
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.37
},
{
"action": "secure_pop_up_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.271,
"capital_availability": 0.257,
"demand_pressure": 0.249,
"entitlement_friction": 0.536,
"labor_shortage": 0.738,
"portfolio_tightness": 0.553,
... |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.