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": 0.766,
"id": "FORGE-108700",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:42:00Z",
"trace_id": "6eff96f5-92a4-4477-8903-a1c05cef15b1"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.43,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.329,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.31,
"battery_mwh": 9.72,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-F634CC5D79",
"grid_service_limit_mw": 10.64,
"gross_sqft": 1081675,
"infill_site": false,
"lease_expiry_months": 57,
"o... | {
"capital_availability": 0.495,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.738,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.176,
"nearby_nodes": 5,
"network_redundancy_score": 0.676,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.9,
"dock_utilization_pct": 87,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.705,
"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": 2.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.9,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 3.47,
"rent_growth_90d_pct": 4.68,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 309873,
"annualized_revenue_impact_usd": 465330,
"cap_rate_pressure_pct": 0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 496939,
"expansion_capture_probability_post_event": 0.702,
"lease_rate_change_pct": 4.27,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 50.02
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.28
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.191,
"capital_availability": 0.495,
"demand_pressure": 0.755,
"entitlement_friction": 0.176,
"labor_shortage": 0.548,
"portfolio_tightness": 0.334,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.74,
"id": "FORGE-108701",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T04:57:00Z",
"trace_id": "1f0085fc-6385-4a6d-b308-b1ff14174d24"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.7,
"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": 0.239,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.286,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.35,
"battery_mwh": 7.18,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-F38375B183",
"grid_service_limit_mw": 14.59,
"gross_sqft": 799034,
"infill_site": true,
"lease_expiry_months": 38,
"occu... | {
"capital_availability": 0.937,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.638,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.16,
"nearby_nodes": 7,
"network_redundancy_score": 0.577,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 92.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31,
"dock_utilization_pct": 84.5,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.643,
"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": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 90.8,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 3.87,
"rent_growth_90d_pct": 3.65,
"tenant_expansion_probability": 0.589
} | {
"annualized_noi_impact_usd": 181964,
"annualized_revenue_impact_usd": 271748,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 400018,
"expansion_capture_probability_post_event": 0.585,
"lease_rate_change_pct": 2.62,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 28.98
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.72
},
{
"action": "hold_service_levels_flat",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.289,
"capital_availability": 0.937,
"demand_pressure": 0.576,
"entitlement_friction": 0.16,
"labor_shortage": 0.509,
"portfolio_tightness": 0.511,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-108702",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T05:44:00Z",
"trace_id": "5e30393a-76c8-435d-82db-c845680a67b3"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.106,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.288,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.49,
"battery_mwh": 6.57,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-CACCAC8B31",
"grid_service_limit_mw": 20.42,
"gross_sqft": 332073,
"infill_site": false,
"lease_expiry_months": 44,
"occ... | {
"capital_availability": 0.196,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.508,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.513,
"nearby_nodes": 8,
"network_redundancy_score": 0.589,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 749536... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 83.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"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": 1.82,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.9,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 0.71,
"rent_growth_90d_pct": 1.47,
"tenant_expansion_probability": 0.274... | {
"annualized_noi_impact_usd": -17871,
"annualized_revenue_impact_usd": -25626,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 458987,
"expansion_capture_probability_post_event": 0.187,
"lease_rate_change_pct": -1.01,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.67
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.682,
"capital_availability": 0.196,
"demand_pressure": 0.515,
"entitlement_friction": 0.513,
"labor_shortage": 0.675,
"portfolio_tightness": 0.463,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-108703",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:05:00Z",
"trace_id": "52cc75e1-938b-4762-ae36-3f8feadeff80"
} | {
"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": 7.5,
"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": -0.028,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.492,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.34,
"battery_mwh": 8.7,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-283001BE82",
"grid_service_limit_mw": 23.88,
"gross_sqft": 1141686,
"infill_site": true,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.462,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.282,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.265,
"nearby_nodes": 8,
"network_redundancy_score": 0.562,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 164906... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.1,
"dock_utilization_pct": 81,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.736,
"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": 2.03,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.9,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 0.5,
"rent_growth_90d_pct": 0.96,
"tenant_expansion_probability": 0.174
} | {
"annualized_noi_impact_usd": -179516,
"annualized_revenue_impact_usd": -283109,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 398228,
"expansion_capture_probability_post_event": 0.103,
"lease_rate_change_pct": -1.81,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.69
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.391,
"capital_availability": 0.462,
"demand_pressure": 0.421,
"entitlement_friction": 0.265,
"labor_shortage": 0.635,
"portfolio_tightness": 0.408,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-108704",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:36:00Z",
"trace_id": "eb4f04cb-9c16-4845-9e4f-03145f1e8b39"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": 0.121,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.367,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.31,
"battery_mwh": 12.47,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-40A70A205A",
"grid_service_limit_mw": 24.65,
"gross_sqft": 972039,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.447,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.546,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.129,
"nearby_nodes": 6,
"network_redundancy_score": 0.399,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 397702,... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 82.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.738,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 0.81,
"rent_growth_90d_pct": 2.64,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -39932,
"annualized_revenue_impact_usd": -59276,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 476534,
"expansion_capture_probability_post_event": 0.262,
"lease_rate_change_pct": 0.66,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.53
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.53
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.373,
"capital_availability": 0.447,
"demand_pressure": 0.512,
"entitlement_friction": 0.129,
"labor_shortage": 0.637,
"portfolio_tightness": 0.366,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-108705",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T06:19:00Z",
"trace_id": "b64c7882-c4b6-42d6-ac62-dec75bb7e82f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.361,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.101,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.2,
"battery_mwh": 10.85,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 124,
"facility_id": "FAC-705AA4D6A7",
"grid_service_limit_mw": 20.81,
"gross_sqft": 1245539,
"infill_site": false,
"lease_expiry_months": 46,
"oc... | {
"capital_availability": 0.092,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.348,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.733,
"nearby_nodes": 6,
"network_redundancy_score": 0.427,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 86.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 86.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.833,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.2,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": 1.26,
"rent_growth_90d_pct": 0.7,
"tenant_expansion_probability": 0.487
} | {
"annualized_noi_impact_usd": -8268,
"annualized_revenue_impact_usd": -12012,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 692646,
"expansion_capture_probability_post_event": 0.357,
"lease_rate_change_pct": -0.48,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.43
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 34.24
},
{
"action": "shift_overflow_to_satelli... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.891,
"capital_availability": 0.092,
"demand_pressure": 0.666,
"entitlement_friction": 0.733,
"labor_shortage": 0.64,
"portfolio_tightness": 0.508,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-108706",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:15:00Z",
"trace_id": "3d13da52-971f-4ac4-88a2-e1966c309057"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.133,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.185,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.28,
"battery_mwh": 2.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 99,
"facility_id": "FAC-03FC89F6DC",
"grid_service_limit_mw": 22.88,
"gross_sqft": 993923,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.25,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.758,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.172,
"nearby_nodes": 2,
"network_redundancy_score": 0.553,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 9780,
... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.8,
"dock_utilization_pct": 81,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 77.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.681,
"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": 2.13,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.7,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 1.37,
"rent_growth_90d_pct": 2.78,
"tenant_expansion_probability": 0.355
} | {
"annualized_noi_impact_usd": 5485,
"annualized_revenue_impact_usd": 7520,
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"decision_horizon_days": 30,
"estimated_capex_usd": 478450,
"expansion_capture_probability_post_event": 0.314,
"lease_rate_change_pct": 0.16,
"occupancy_shift": 0.018,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.49
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.1
},
{
"action": "deplo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.654,
"capital_availability": 0.25,
"demand_pressure": 0.433,
"entitlement_friction": 0.172,
"labor_shortage": 0.728,
"portfolio_tightness": 0.353,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-108707",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T05:25:00Z",
"trace_id": "e4f16c73-4b1a-4a6c-9b70-b81a5c4c9cfb"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.213,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.311,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.38,
"battery_mwh": 5.32,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-6773240349",
"grid_service_limit_mw": 21.37,
"gross_sqft": 1069108,
"infill_site": true,
"lease_expiry_months": 38,
"oc... | {
"capital_availability": 0.618,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.312,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.236,
"nearby_nodes": 5,
"network_redundancy_score": 0.602,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 83.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"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": 1.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.889,
"rent_growth_30d_pct": 1.6,
"rent_growth_90d_pct": 3.97,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 18987,
"annualized_revenue_impact_usd": 26025,
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"decision_horizon_days": 60,
"estimated_capex_usd": 367575,
"expansion_capture_probability_post_event": 0.351,
"lease_rate_change_pct": 2,
"occupancy_shift": 0.002,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.12
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.319,
"capital_availability": 0.618,
"demand_pressure": 0.547,
"entitlement_friction": 0.236,
"labor_shortage": 0.673,
"portfolio_tightness": 0.45,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-108708",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T06:09:00Z",
"trace_id": "12415931-bec0-49df-a6e7-3375e857986d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"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": 0.183,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.151,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.34,
"battery_mwh": 8.48,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-370CF82A97",
"grid_service_limit_mw": 14.71,
"gross_sqft": 473706,
"infill_site": false,
"lease_expiry_months": 50,
"occ... | {
"capital_availability": 0.589,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.375,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.457,
"nearby_nodes": 8,
"network_redundancy_score": 0.845,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 60... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 83.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.6,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 0.96,
"rent_growth_90d_pct": 3.32,
"tenant_expansion_probability": 0.35
} | {
"annualized_noi_impact_usd": -5350,
"annualized_revenue_impact_usd": -8836,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.257,
"lease_rate_change_pct": 0.92,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.36
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.54
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.569,
"capital_availability": 0.589,
"demand_pressure": 0.53,
"entitlement_friction": 0.457,
"labor_shortage": 0.626,
"portfolio_tightness": 0.457,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-108709",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:13:00Z",
"trace_id": "9ce7b5f1-07e5-4196-b8f0-f9da09e5e33b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"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": 0.159,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.181,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.37,
"battery_mwh": 10.84,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-3B1BEDDB81",
"grid_service_limit_mw": 18.08,
"gross_sqft": 609268,
"infill_site": true,
"lease_expiry_months": 28,
"occ... | {
"capital_availability": 0.218,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.727,
"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.71,
"nearby_nodes": 4,
"network_redundancy_score": 0.5,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17569... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 86.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 1.66,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.6,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 1.65,
"rent_growth_90d_pct": 2.44,
"tenant_expansion_probability": 0.363
} | {
"annualized_noi_impact_usd": -7961,
"annualized_revenue_impact_usd": -13371,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 367766,
"expansion_capture_probability_post_event": 0.278,
"lease_rate_change_pct": 0.22,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.42
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.83
},
{
"action": "delay_spec_development",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.392,
"capital_availability": 0.218,
"demand_pressure": 0.715,
"entitlement_friction": 0.71,
"labor_shortage": 0.576,
"portfolio_tightness": 0.435,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.746,
"id": "FORGE-108710",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:58:00Z",
"trace_id": "50dbdd10-cae9-45e0-946c-44fd76bfbc79"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.7,
"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": -0.028,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.39,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.38,
"battery_mwh": 8.02,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-C65AFF36DD",
"grid_service_limit_mw": 21.41,
"gross_sqft": 960117,
"infill_site": false,
"lease_expiry_months": 57,
"occ... | {
"capital_availability": 0.935,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.316,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.699,
"nearby_nodes": 4,
"network_redundancy_score": 0.699,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 368263... | [
{
"appointment_fill_pct": 75.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 31.2,
"dock_utilization_pct": 81.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.64,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure_... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.5,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 2.58,
"rent_growth_90d_pct": 3.32,
"tenant_expansion_probability": 0.303... | {
"annualized_noi_impact_usd": -27875,
"annualized_revenue_impact_usd": -39077,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 451940,
"expansion_capture_probability_post_event": 0.264,
"lease_rate_change_pct": -0.29,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.54
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 24.47
},
{
"action": "monitor_and_sta... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.06,
"capital_availability": 0.935,
"demand_pressure": 0.416,
"entitlement_friction": 0.699,
"labor_shortage": 0.523,
"portfolio_tightness": 0.49,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-108711",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:20:00Z",
"trace_id": "472b5aa5-bb30-4f24-9850-a2d56df8869b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.434,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.094,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.61,
"battery_mwh": 0.68,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 101,
"facility_id": "FAC-05AB2D298D",
"grid_service_limit_mw": 18.65,
"gross_sqft": 1018162,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.165,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.708,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.256,
"nearby_nodes": 2,
"network_redundancy_score": 0.572,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 84.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"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": 1.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.3,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 0.78,
"rent_growth_90d_pct": -0.46,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 62866,
"annualized_revenue_impact_usd": 101455,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 580769,
"expansion_capture_probability_post_event": 0.503,
"lease_rate_change_pct": 0.18,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.98
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.16
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.752,
"capital_availability": 0.165,
"demand_pressure": 0.591,
"entitlement_friction": 0.256,
"labor_shortage": 0.564,
"portfolio_tightness": 0.398,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-108712",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T04:41:00Z",
"trace_id": "ca4144f9-a7fd-4385-9ca2-a47978b7828a"
} | {
"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": 0.392,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.065,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.75,
"battery_mwh": 12.21,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-EF81795C5D",
"grid_service_limit_mw": 6.62,
"gross_sqft": 1304623,
"infill_site": true,
"lease_expiry_months": 10,
"oc... | {
"capital_availability": 0.19,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.447,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.762,
"nearby_nodes": 4,
"network_redundancy_score": 0.429,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 392... | [
{
"appointment_fill_pct": 90.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 61.3,
"dock_utilization_pct": 93.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.843,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.7,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 5.07,
"rent_growth_90d_pct": 3.96,
"tenant_expansion_probability": 0.705
} | {
"annualized_noi_impact_usd": 691455,
"annualized_revenue_impact_usd": 989788,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 520726,
"expansion_capture_probability_post_event": 0.605,
"lease_rate_change_pct": 2.5,
"occupancy_shift": 0.037,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 51.94
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 43.38
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.229,
"capital_availability": 0.19,
"demand_pressure": 0.985,
"entitlement_friction": 0.762,
"labor_shortage": 0.971,
"portfolio_tightness": 0.673,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-108713",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:11:00Z",
"trace_id": "2f78186e-efc8-4c8d-bef7-e58f7d44f08c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.181,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.292,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.39,
"battery_mwh": 10.62,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 113,
"facility_id": "FAC-72CBB4C3A1",
"grid_service_limit_mw": 8.71,
"gross_sqft": 1133432,
"infill_site": true,
"lease_expiry_months": 16,
"occ... | {
"capital_availability": 0.341,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.551,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.613,
"nearby_nodes": 7,
"network_redundancy_score": 0.596,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 81.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.65,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.8,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 2.04,
"tenant_expansion_probability": 0.356
... | {
"annualized_noi_impact_usd": -364509,
"annualized_revenue_impact_usd": -509599,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 780839,
"expansion_capture_probability_post_event": 0.22,
"lease_rate_change_pct": -1.12,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 44.15
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.72
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.302,
"capital_availability": 0.341,
"demand_pressure": 0.381,
"entitlement_friction": 0.613,
"labor_shortage": 0.824,
"portfolio_tightness": 0.66,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-108714",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:15:00Z",
"trace_id": "58bfe36b-28ed-44c5-b280-83449ed0dfc9"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.125,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.048,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.68,
"battery_mwh": 4.26,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 114,
"facility_id": "FAC-60C7012CB0",
"grid_service_limit_mw": 14.03,
"gross_sqft": 1147281,
"infill_site": true,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.793,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.267,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.325,
"nearby_nodes": 4,
"network_redundancy_score": 0.469,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 77.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.1,
"dock_utilization_pct": 82.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 88,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.713,
"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": 2.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.6,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 3.49,
"rent_growth_90d_pct": 2.7,
"tenant_expansion_probability": 0.355
} | {
"annualized_noi_impact_usd": 10191,
"annualized_revenue_impact_usd": 14061,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 626105,
"expansion_capture_probability_post_event": 0.287,
"lease_rate_change_pct": -0.53,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 60.3
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 42.9
},
{
"action": "offer_preemptive_expa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.715,
"capital_availability": 0.793,
"demand_pressure": 0.446,
"entitlement_friction": 0.325,
"labor_shortage": 0.701,
"portfolio_tightness": 0.644,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-108715",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T06:31:00Z",
"trace_id": "99fdbc9e-5769-45d4-b38c-922157b31ac6"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.6,
"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": 0.349,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.453,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.58,
"battery_mwh": 4.25,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 25,
"facility_id": "FAC-402D681749",
"grid_service_limit_mw": 12.02,
"gross_sqft": 250266,
"infill_site": true,
"lease_expiry_months": 32,
"occup... | {
"capital_availability": 0.154,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.313,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.264,
"nearby_nodes": 5,
"network_redundancy_score": 0.53,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 155... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 56.9,
"dock_utilization_pct": 91,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.888,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.68,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.6,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 4.52,
"rent_growth_90d_pct": 6.53,
"tenant_expansion_probability": 0.55
} | {
"annualized_noi_impact_usd": 50309,
"annualized_revenue_impact_usd": 66886,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 579464,
"expansion_capture_probability_post_event": 0.433,
"lease_rate_change_pct": 3.82,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.7
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.3
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.426,
"capital_availability": 0.154,
"demand_pressure": 0.886,
"entitlement_friction": 0.264,
"labor_shortage": 0.906,
"portfolio_tightness": 0.626,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-108716",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:49:00Z",
"trace_id": "2af2aafa-f0ff-4d56-b919-e79bf806f9a7"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.035,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.35,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.22,
"battery_mwh": 9.51,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-D3518B2ED7",
"grid_service_limit_mw": 10.55,
"gross_sqft": 925059,
"infill_site": true,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.802,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.557,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.382,
"nearby_nodes": 4,
"network_redundancy_score": 0.646,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 53... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 81.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": 2.79,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.7,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 2.59,
"rent_growth_90d_pct": 2.03,
"tenant_expansion_probability": 0.222
} | {
"annualized_noi_impact_usd": -336466,
"annualized_revenue_impact_usd": -446459,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 563165,
"expansion_capture_probability_post_event": 0.119,
"lease_rate_change_pct": -1.96,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.66
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.36
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.259,
"capital_availability": 0.802,
"demand_pressure": 0.341,
"entitlement_friction": 0.382,
"labor_shortage": 0.956,
"portfolio_tightness": 0.714,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-108717",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:26:00Z",
"trace_id": "c081036f-2d7f-4bc1-8c78-9c5af00dcb23"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"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": 0.246,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.128,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.51,
"battery_mwh": 12.4,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-AA40F2B230",
"grid_service_limit_mw": 16.13,
"gross_sqft": 1178862,
"infill_site": false,
"lease_expiry_months": 44,
"o... | {
"capital_availability": 0.345,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.651,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.172,
"nearby_nodes": 5,
"network_redundancy_score": 0.368,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 85.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.82,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.55,
"rent_growth_90d_pct": 2.81,
"tenant_expansion_probability": 0.453
} | {
"annualized_noi_impact_usd": 38042,
"annualized_revenue_impact_usd": 51215,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 427795,
"expansion_capture_probability_post_event": 0.381,
"lease_rate_change_pct": 1.47,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.46
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.71
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.753,
"capital_availability": 0.345,
"demand_pressure": 0.632,
"entitlement_friction": 0.172,
"labor_shortage": 0.641,
"portfolio_tightness": 0.582,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-108718",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:36:00Z",
"trace_id": "2d7354c8-c752-4825-af25-730cc303f93b"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.069,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.309,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.68,
"battery_mwh": 11.32,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-228DE25CD7",
"grid_service_limit_mw": 21.01,
"gross_sqft": 530611,
"infill_site": true,
"lease_expiry_months": 67,
"occ... | {
"capital_availability": 0.19,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.787,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.375,
"nearby_nodes": 7,
"network_redundancy_score": 0.807,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 76.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 81.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.744,
"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": 1.76,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.5,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 0.98,
"rent_growth_90d_pct": 1.23,
"tenant_expansion_probability": 0.235
} | {
"annualized_noi_impact_usd": -57230,
"annualized_revenue_impact_usd": -74447,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 408386,
"expansion_capture_probability_post_event": 0.148,
"lease_rate_change_pct": -1.4,
"occupancy_shift": -0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.72
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.97
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.707,
"capital_availability": 0.19,
"demand_pressure": 0.385,
"entitlement_friction": 0.375,
"labor_shortage": 0.641,
"portfolio_tightness": 0.561,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-108719",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:16:00Z",
"trace_id": "1840f73f-a8ac-4254-9ab6-6e47bded20bf"
} | {
"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": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.096,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.358,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.66,
"battery_mwh": 11.48,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-1CCA446916",
"grid_service_limit_mw": 12.67,
"gross_sqft": 701821,
"infill_site": false,
"lease_expiry_months": 31,
"oc... | {
"capital_availability": 0.715,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.631,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.298,
"nearby_nodes": 7,
"network_redundancy_score": 0.679,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 74.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 80.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.681,
"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": 2.09,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.1,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 0.95,
"tenant_expansion_probability": 0.38
} | {
"annualized_noi_impact_usd": -22010,
"annualized_revenue_impact_usd": -34721,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 575809,
"expansion_capture_probability_post_event": 0.338,
"lease_rate_change_pct": -1.73,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.45
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.97
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.454,
"capital_availability": 0.715,
"demand_pressure": 0.4,
"entitlement_friction": 0.298,
"labor_shortage": 0.996,
"portfolio_tightness": 0.431,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-108720",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:04:00Z",
"trace_id": "f9e22ac4-d6ce-42c4-8d68-06527f49c715"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.301,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.176,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.29,
"battery_mwh": 11.25,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-CDA1C8C777",
"grid_service_limit_mw": 18.39,
"gross_sqft": 926417,
"infill_site": true,
"lease_expiry_months": 11,
"occ... | {
"capital_availability": 0.623,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.29,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.167,
"nearby_nodes": 3,
"network_redundancy_score": 0.773,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 75.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 82,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.7,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 3.86,
"tenant_expansion_probability": 0.476
} | {
"annualized_noi_impact_usd": -23006,
"annualized_revenue_impact_usd": -37316,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 482567,
"expansion_capture_probability_post_event": 0.377,
"lease_rate_change_pct": 2.02,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.58
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.5
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.657,
"capital_availability": 0.623,
"demand_pressure": 0.438,
"entitlement_friction": 0.167,
"labor_shortage": 0.802,
"portfolio_tightness": 0.535,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-108721",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T06:15:00Z",
"trace_id": "cb7a763c-dbcc-4573-a489-41bd57f19a28"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.146,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.109,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.45,
"battery_mwh": 4.92,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 96,
"facility_id": "FAC-050E1DAB43",
"grid_service_limit_mw": 8.46,
"gross_sqft": 963951,
"infill_site": false,
"lease_expiry_months": 14,
"... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.378,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.575,
"nearby_nodes": 2,
"network_redundancy_score": 0.659,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2130028... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 83.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": 2.4,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.1,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 1.46,
"tenant_expansion_probability": 0.294
} | {
"annualized_noi_impact_usd": -190412,
"annualized_revenue_impact_usd": -291062,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 613237,
"expansion_capture_probability_post_event": 0.168,
"lease_rate_change_pct": -1.59,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.97
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.11
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.83,
"capital_availability": 0,
"demand_pressure": 0.452,
"entitlement_friction": 0.575,
"labor_shortage": 0.774,
"portfolio_tightness": 0.703,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-108722",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:25:00Z",
"trace_id": "9ef1cf4f-ccc4-47d2-9ed3-81b21467ed55"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.039,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.336,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.57,
"battery_mwh": 10.73,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-570A99CBAC",
"grid_service_limit_mw": 22.73,
"gross_sqft": 380448,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.487,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.805,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.478,
"nearby_nodes": 2,
"network_redundancy_score": 0.759,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 73.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 79.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"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": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.2,
"occupancy_90d": 0.869,
"rent_growth_30d_pct": -0.42,
"rent_growth_90d_pct": -1.49,
"tenant_expansion_probabili... | {
"annualized_noi_impact_usd": -79635,
"annualized_revenue_impact_usd": -133570,
"cap_rate_pressure_pct": -0.33,
"decision_horizon_days": 45,
"estimated_capex_usd": 523822,
"expansion_capture_probability_post_event": 0.042,
"lease_rate_change_pct": -4.24,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.78
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.21
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.714,
"capital_availability": 0.487,
"demand_pressure": 0.305,
"entitlement_friction": 0.478,
"labor_shortage": 0.747,
"portfolio_tightness": 0.454,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-108723",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:58:00Z",
"trace_id": "29ff85ea-5402-490a-aa0a-2b9bc7cf2a1a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.237,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.252,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.31,
"battery_mwh": 2.78,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-1EA1E1172B",
"grid_service_limit_mw": 20.51,
"gross_sqft": 906571,
"infill_site": true,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.479,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.391,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.228,
"nearby_nodes": 6,
"network_redundancy_score": 0.35,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1629595... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.4,
"dock_utilization_pct": 85.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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_press... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.2,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 1.55,
"rent_growth_90d_pct": 3.94,
"tenant_expansion_probability": 0.424
} | {
"annualized_noi_impact_usd": 27062,
"annualized_revenue_impact_usd": 37997,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 434675,
"expansion_capture_probability_post_event": 0.34,
"lease_rate_change_pct": 1.8,
"occupancy_shift": 0.009,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.09
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.37
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.68,
"capital_availability": 0.479,
"demand_pressure": 0.64,
"entitlement_friction": 0.228,
"labor_shortage": 0.861,
"portfolio_tightness": 0.446,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-108724",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:19:00Z",
"trace_id": "b4adb9b3-069b-405f-ae60-6401eafb1b42"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.043,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.185,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.5,
"battery_mwh": 10.54,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-A5382735BA",
"grid_service_limit_mw": 6.66,
"gross_sqft": 1175523,
"infill_site": false,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.766,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.517,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.588,
"nearby_nodes": 3,
"network_redundancy_score": 0.381,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 96... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 80.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 1.26,
"rent_growth_90d_pct": 3.22,
"tenant_expansion_probability": 0.216
} | {
"annualized_noi_impact_usd": -294978,
"annualized_revenue_impact_usd": -443884,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 630118,
"expansion_capture_probability_post_event": 0.099,
"lease_rate_change_pct": -0.95,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.85
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.52
},
{
"action": "depl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.405,
"capital_availability": 0.766,
"demand_pressure": 0.333,
"entitlement_friction": 0.588,
"labor_shortage": 0.848,
"portfolio_tightness": 0.608,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-108725",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:11:00Z",
"trace_id": "a94caa7d-656b-433f-9ee5-32002adcf194"
} | {
"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": "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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.371,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.185,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.69,
"battery_mwh": 0.43,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-4184F36E29",
"grid_service_limit_mw": 11.95,
"gross_sqft": 865351,
"infill_site": true,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.596,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.513,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.555,
"nearby_nodes": 5,
"network_redundancy_score": 0.853,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 84.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fil... | {
"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": 2.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.8,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 1.99,
"rent_growth_90d_pct": 3.01,
"tenant_expansion_probability": 0.579
} | {
"annualized_noi_impact_usd": 137991,
"annualized_revenue_impact_usd": 193302,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 555340,
"expansion_capture_probability_post_event": 0.457,
"lease_rate_change_pct": 1.26,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.55
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.17
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.422,
"capital_availability": 0.596,
"demand_pressure": 0.582,
"entitlement_friction": 0.555,
"labor_shortage": 0.971,
"portfolio_tightness": 0.542,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-108726",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:53:00Z",
"trace_id": "770557a5-e450-4c6d-b7b9-7d94e26d123f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.385,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.381,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.27,
"battery_mwh": 5.02,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 55,
"facility_id": "FAC-9DCED233FC",
"grid_service_limit_mw": 27.32,
"gross_sqft": 557963,
"infill_site": false,
"lease_expiry_months": 13,
"occu... | {
"capital_availability": 0.299,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.685,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.691,
"nearby_nodes": 7,
"network_redundancy_score": 0.84,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 84.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 77.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.746,
"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": 2.25,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.5,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 2.47,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability": 0.661
} | {
"annualized_noi_impact_usd": 75726,
"annualized_revenue_impact_usd": 124071,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 573645,
"expansion_capture_probability_post_event": 0.583,
"lease_rate_change_pct": 0.45,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.91
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.93
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.625,
"capital_availability": 0.299,
"demand_pressure": 0.589,
"entitlement_friction": 0.691,
"labor_shortage": 0.965,
"portfolio_tightness": 0.466,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-108727",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:01:00Z",
"trace_id": "5923f345-df00-4f90-8701-c0f463d1ab92"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": -0.033,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.209,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.52,
"battery_mwh": 2.25,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-5DC1F7D5D1",
"grid_service_limit_mw": 9.53,
"gross_sqft": 1100127,
"infill_site": false,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.332,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.336,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.697,
"nearby_nodes": 5,
"network_redundancy_score": 0.84,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 83.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 2.41,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.6,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 2.74,
"tenant_expansion_probability": 0.19
} | {
"annualized_noi_impact_usd": -358525,
"annualized_revenue_impact_usd": -547102,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 543646,
"expansion_capture_probability_post_event": 0.081,
"lease_rate_change_pct": -1.64,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.76
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.649,
"capital_availability": 0.332,
"demand_pressure": 0.494,
"entitlement_friction": 0.697,
"labor_shortage": 1,
"portfolio_tightness": 0.623,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-108728",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:24:00Z",
"trace_id": "60cb532e-ef52-42c9-a891-59df27355ecc"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7,
"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": 0.012,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.122,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.39,
"battery_mwh": 6.07,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 37,
"facility_id": "FAC-6639C8E8D3",
"grid_service_limit_mw": 14.67,
"gross_sqft": 371907,
"infill_site": false,
"lease_expiry_months": 26,
"occu... | {
"capital_availability": 0.74,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.527,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.684,
"nearby_nodes": 2,
"network_redundancy_score": 0.5,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 77,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 26.4,
"dock_utilization_pct": 77.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 90.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.661,
"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": 2.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 1.28,
"rent_growth_90d_pct": 2.68,
"tenant_expansion_probability": 0.222
} | {
"annualized_noi_impact_usd": -40425,
"annualized_revenue_impact_usd": -56308,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 722165,
"expansion_capture_probability_post_event": 0.15,
"lease_rate_change_pct": -1.32,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 55.68
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 39.88
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.39,
"capital_availability": 0.74,
"demand_pressure": 0.235,
"entitlement_friction": 0.684,
"labor_shortage": 0.485,
"portfolio_tightness": 0.497,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-108729",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T05:57:00Z",
"trace_id": "32c6cee5-36a6-447a-bc39-9a27fe510a90"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.129,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.082,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.81,
"battery_mwh": 9.74,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 93,
"facility_id": "FAC-02D80568DA",
"grid_service_limit_mw": 9.01,
"gross_sqft": 937032,
"infill_site": false,
"lease_expiry_months": 29,
"... | {
"capital_availability": 0.622,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.485,
"cross_node_rebalancing_capacity_pct": 0.127,
"entitlement_friction": 0.699,
"nearby_nodes": 6,
"network_redundancy_score": 0.565,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1262... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 86.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"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": 2.66,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.2,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 3.35,
"rent_growth_90d_pct": 5.43,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -22406,
"annualized_revenue_impact_usd": -30103,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 668872,
"expansion_capture_probability_post_event": 0.183,
"lease_rate_change_pct": 1.11,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.67
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.94
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.622,
"demand_pressure": 0.641,
"entitlement_friction": 0.699,
"labor_shortage": 0.765,
"portfolio_tightness": 0.663,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-108730",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:37:00Z",
"trace_id": "de73e180-04f5-42f0-9ca7-8f4647950580"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.5,
"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": 0.173,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.142,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.33,
"battery_mwh": 10.71,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 71,
"facility_id": "FAC-24ADD20A3C",
"grid_service_limit_mw": 12.81,
"gross_sqft": 719805,
"infill_site": false,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.188,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.331,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.691,
"nearby_nodes": 5,
"network_redundancy_score": 0.821,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 55,
"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": 20.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.876,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.925,
"rent_growth_30d_pct": 3.32,
"rent_growth_90d_pct": 4.94,
"tenant_expansion_probability"... | {
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"annualized_revenue_impact_usd": -58708,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 694961,
"expansion_capture_probability_post_event": 0.2,
"lease_rate_change_pct": 0.59,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.3
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.04
},
{
"action": "ac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.188,
"demand_pressure": 0.703,
"entitlement_friction": 0.691,
"labor_shortage": 1,
"portfolio_tightness": 0.65,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-108731",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:53:00Z",
"trace_id": "9754eccb-a007-4001-b0a8-f1fbc7b7d0c6"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.021,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.349,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 11.66,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 125,
"facility_id": "FAC-B12A86BE4C",
"grid_service_limit_mw": 19.45,
"gross_sqft": 1255009,
"infill_site": false,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.367,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.415,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.174,
"nearby_nodes": 2,
"network_redundancy_score": 0.709,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 76.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.689,
"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": 2.38,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.93,
"rent_growth_30d_pct": 3.8,
"rent_growth_90d_pct": 2.97,
"tenant_expansion_probability": 0.274
} | {
"annualized_noi_impact_usd": -31263,
"annualized_revenue_impact_usd": -50368,
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"decision_horizon_days": 60,
"estimated_capex_usd": 448422,
"expansion_capture_probability_post_event": 0.238,
"lease_rate_change_pct": -0.55,
"occupancy_shift": 0.014,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.5
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 28.22
},
{
"action": "reb... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.075,
"capital_availability": 0.367,
"demand_pressure": 0.535,
"entitlement_friction": 0.174,
"labor_shortage": 0.601,
"portfolio_tightness": 0.492,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-108732",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:52:00Z",
"trace_id": "c4ce3f7e-ff4a-4eab-8228-0f75c0cfeb7b"
} | {
"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": true,
"growth_rate": 0.017,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.259,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.34,
"battery_mwh": 1.6,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-CED86A7757",
"grid_service_limit_mw": 17.37,
"gross_sqft": 872210,
"infill_site": false,
"lease_expiry_months": 44,
"occu... | {
"capital_availability": 0.745,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.297,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.155,
"nearby_nodes": 3,
"network_redundancy_score": 0.653,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 79.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.909,
"rent_growth_30d_pct": 1.13,
"rent_growth_90d_pct": 3.11,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -104265,
"annualized_revenue_impact_usd": -149995,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 471096,
"expansion_capture_probability_post_event": 0.117,
"lease_rate_change_pct": -0.79,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.65
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.28,
"capital_availability": 0.745,
"demand_pressure": 0.333,
"entitlement_friction": 0.155,
"labor_shortage": 1,
"portfolio_tightness": 0.505,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-108733",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:06:00Z",
"trace_id": "f59b24e2-2cae-47f2-8875-32b5b806dafd"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
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"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.378,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.32,
"battery_mwh": 8.25,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-601967A7A0",
"grid_service_limit_mw": 6.59,
"gross_sqft": 748265,
"infill_site": true,
"lease_expiry_months": 35,
"occup... | {
"capital_availability": 0.464,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.321,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.752,
"nearby_nodes": 6,
"network_redundancy_score": 0.675,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 77... | [
{
"appointment_fill_pct": 75.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 82.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.41,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.7,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": 2.36,
"tenant_expansion_probability": 0.184
} | {
"annualized_noi_impact_usd": -250019,
"annualized_revenue_impact_usd": -402174,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 757140,
"expansion_capture_probability_post_event": 0.056,
"lease_rate_change_pct": -2.03,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.6
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.36
},
{
"action": "secure... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.547,
"capital_availability": 0.464,
"demand_pressure": 0.452,
"entitlement_friction": 0.752,
"labor_shortage": 0.937,
"portfolio_tightness": 0.576,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-108734",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:25:00Z",
"trace_id": "8107a2d2-76bb-4b07-9cba-954df6d23349"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.286,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.071,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.32,
"battery_mwh": 1.38,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-9D43C297DF",
"grid_service_limit_mw": 27.44,
"gross_sqft": 1351680,
"infill_site": false,
"lease_expiry_months": 14,
"o... | {
"capital_availability": 0.535,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.518,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.277,
"nearby_nodes": 7,
"network_redundancy_score": 0.87,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.7,
"dock_utilization_pct": 87.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 35.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.69,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 2.68,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89.8,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 4.64,
"rent_growth_90d_pct": 5,
"tenant_expansion_probability": 0.635
} | {
"annualized_noi_impact_usd": 286921,
"annualized_revenue_impact_usd": 489968,
"cap_rate_pressure_pct": 0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 467138,
"expansion_capture_probability_post_event": 0.614,
"lease_rate_change_pct": 3.56,
"occupancy_shift": 0.041,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.67
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.39
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.535,
"demand_pressure": 0.731,
"entitlement_friction": 0.277,
"labor_shortage": 0.573,
"portfolio_tightness": 0.503,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-108735",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T05:20:00Z",
"trace_id": "f8add985-ca87-44dc-b871-5b9950aa9620"
} | {
"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": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.144,
"seasonality": 0.61,
"service_level_target":... | {
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"battery_mwh": 5.17,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 31,
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"grid_service_limit_mw": 24.38,
"gross_sqft": 317528,
"infill_site": true,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.096,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.263,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.536,
"nearby_nodes": 5,
"network_redundancy_score": 0.543,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 284121,... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_r... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.19,
"rent_growth_90d_pct": -0.88,
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} | {
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"expansion_capture_probability_post_event": 0.259,
"lease_rate_change_pct": -2.47,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
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{
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},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.38
},
{
"action": "activate_tem... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.521,
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"labor_shortage": 0.816,
"portfolio_tightness": 0.364,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-108736",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:07:00Z",
"trace_id": "39ef14d9-2163-4d94-a7e9-e8905a17e289"
} | {
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"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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.21,
"seasonality": 0.74,
"service_l... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-18597C5D8F",
"grid_service_limit_mw": 19.24,
"gross_sqft": 1057710,
"infill_site": false,
"lease_expiry_months": 46,
"... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.417,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 86.5,
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"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.5,
"shift_fil... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 2.72,
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} | {
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"lease_rate_change_pct": 2.16,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 34.89
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.38
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0,
"demand_pressure": 0.688,
"entitlement_friction": 0.161,
"labor_shortage": 0.863,
"portfolio_tightness": 0.488,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-108737",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:42:00Z",
"trace_id": "285f200e-25d7-4e61-8603-063db55c033f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"risk_taxonomy": [
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.499,
"seasonality": 0.82,
"service_level_target":... | {
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"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-E0E6648046",
"grid_service_limit_mw": 26.14,
"gross_sqft": 664874,
"infill_site": false,
"lease_expiry_months": 27,
"oc... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.355,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 81.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.67,
"rent_growth_90d_pct": 2.65,
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} | {
"annualized_noi_impact_usd": -107727,
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"expansion_capture_probability_post_event": 0.147,
"lease_rate_change_pct": -0.43,
"occupancy_shift": -0.019,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.39
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 24.63
},
{
"action": "rebalance_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.632,
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-108738",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:38:00Z",
"trace_id": "d1e8bc33-1038-4975-84df-b75603f9056f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.235,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.52,
"battery_mwh": 12.32,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-34D4E7AD45",
"grid_service_limit_mw": 20.49,
"gross_sqft": 828802,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.48,
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"nearby_nodes": 4,
"network_redundancy_score": 0.804,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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} | {
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"lease_rate_change_pct": -0.41,
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"service_penalty_risk... | {
"alternative_actions": [
{
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"reason": "capture_growth,tenant_lock_in",
"score": 34.9
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.43
},
{
"action": "shift_overflo... | {
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"labor_shortage": 0.633,
"portfolio_tightness": 0.481,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-108739",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:20:00Z",
"trace_id": "448e4201-dc72-43a3-af76-85f71d498c6a"
} | {
"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"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.394,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.79,
"battery_mwh": 6.95,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-5D133F41E1",
"grid_service_limit_mw": 10.54,
"gross_sqft": 891193,
"infill_site": false,
"lease_expiry_months": 24,
"occ... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.344,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 100... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"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": 2.54,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 2.08,
"rent_growth_90d_pct": 0.88,
"tenant_expansion_probability": 0.243
} | {
"annualized_noi_impact_usd": -410522,
"annualized_revenue_impact_usd": -573084,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 537841,
"expansion_capture_probability_post_event": 0.136,
"lease_rate_change_pct": -2.44,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.94
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.6
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.219,
"demand_pressure": 0.422,
"entitlement_friction": 0.722,
"labor_shortage": 0.725,
"portfolio_tightness": 0.683,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-108740",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:43:00Z",
"trace_id": "26cc277a-9375-4a44-a291-85d1a5a56f8f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
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"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": false,
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.048,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 5.46,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 25,
"facility_id": "FAC-59A7CFC205",
"grid_service_limit_mw": 15.84,
"gross_sqft": 259723,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.433,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.78,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.507,
"nearby_nodes": 7,
"network_redundancy_score": 0.336,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
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"dock_utilization_pct": 80.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -0.06,
"rent_growth_90d_pct": -0.8,
"tenant_expansion_probability": 0.381
} | {
"annualized_noi_impact_usd": -16799,
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"expansion_capture_probability_post_event": 0.271,
"lease_rate_change_pct": -2.32,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.68
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.08
},
{
"action": "shift_overflow... | {
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"capital_availability": 0.433,
"demand_pressure": 0.378,
"entitlement_friction": 0.507,
"labor_shortage": 0.811,
"portfolio_tightness": 0.431,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-108741",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:57:00Z",
"trace_id": "4f7db37b-7055-4b5c-8f55-f9e9d1c24a46"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.269,
"seasonality": 0.82,
"service_level_target": 0... | {
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"battery_mwh": 1.68,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-BFF4328A6A",
"grid_service_limit_mw": 8.94,
"gross_sqft": 163267,
"infill_site": true,
"lease_expiry_months": 71,
"... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.617,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 85.3,
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"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.3,
"shift_fill_rat... | {
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"confidence_band": "very_high",
"forecast_pre... | {
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"rent_growth_90d_pct": 2.65,
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} | {
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"expansion_capture_probability_post_event": 0.27,
"lease_rate_change_pct": -0.43,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"score": 43.63
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.49
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"demand_pressure": 0.597,
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"labor_shortage": 1,
"portfolio_tightness": 0.586,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-108742",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:42:00Z",
"trace_id": "49a38ac0-7578-41f9-b240-7eee8b360ca8"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "3pl",
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"retention_priority": "high",
"risk_of_churn": 0.19,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 8.46,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-CD5B93DDA7",
"grid_service_limit_mw": 19.4,
"gross_sqft": 824915,
"infill_site": true,
"lease_expiry_months": 16,
"occup... | {
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"network_redundancy_score": 0.565,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 67... | [
{
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"dock_utilization_pct": 87.3,
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"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_r... | {
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"confidence_band": "high",
"forecast_... | {
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} | {
"annualized_noi_impact_usd": 62825,
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"lease_rate_change_pct": 0.84,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
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"score": 41.5
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.39
},
{
"action": "shift_overflo... | {
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"labor_shortage": 0.673,
"portfolio_tightness": 0.426,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-108743",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T04:30:00Z",
"trace_id": "e8d01ff8-ff1d-4e72-89e0-997d5396e848"
} | {
"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"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-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"
}
} | {
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.291,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 8.99,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-0143F6374B",
"grid_service_limit_mw": 18.65,
"gross_sqft": 973944,
"infill_site": true,
"lease_expiry_months": 61,
... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.555,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"rent_growth_90d_pct": -1.14,
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... | {
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"service_penalty_ri... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 31.73
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.72
},
{
"action": "secure_pop_up... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.464,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-108744",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:25:00Z",
"trace_id": "4b36294e-96d6-4a46-878e-1948ba373d6d"
} | {
"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"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "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",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.347,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 3.15,
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 15.37,
"gross_sqft": 398036,
"infill_site": true,
"lease_expiry_months": 41,
"occu... | {
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"network_redundancy_score": 0.694,
"portfolio_cluster": "chicago_joliet",
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"... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.7,
"dock_utilization_pct": 85.9,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.2,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 3.13,
"tenant_expansion_probability": 0.358
} | {
"annualized_noi_impact_usd": -7011,
"annualized_revenue_impact_usd": -9043,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 429247,
"expansion_capture_probability_post_event": 0.284,
"lease_rate_change_pct": 0.75,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.13
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.37
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.72,
"capital_availability": 0,
"demand_pressure": 0.652,
"entitlement_friction": 0.356,
"labor_shortage": 0.818,
"portfolio_tightness": 0.495,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-108745",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:09:00Z",
"trace_id": "14b27010-476c-4fcc-97f9-af0f84eeaee0"
} | {
"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": 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": 0.172,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.152,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.27,
"battery_mwh": 4.73,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-E738CAA88B",
"grid_service_limit_mw": 24.06,
"gross_sqft": 656521,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.321,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.411,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.659,
"nearby_nodes": 8,
"network_redundancy_score": 0.652,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 74.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 31.3,
"dock_utilization_pct": 80.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.653,
"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": 2.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.8,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 2.01,
"rent_growth_90d_pct": 4.01,
"tenant_expansion_probability": 0.486
} | {
"annualized_noi_impact_usd": 53719,
"annualized_revenue_impact_usd": 76340,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 520170,
"expansion_capture_probability_post_event": 0.445,
"lease_rate_change_pct": 1.47,
"occupancy_shift": 0.021,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.96
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.64
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.185,
"capital_availability": 0.321,
"demand_pressure": 0.398,
"entitlement_friction": 0.659,
"labor_shortage": 0.634,
"portfolio_tightness": 0.446,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-108746",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T05:41:00Z",
"trace_id": "4df414e1-d16c-46f5-8b19-c3dda220514a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"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": 0.045,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.249,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.58,
"battery_mwh": 12.22,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-DADD4AE3F9",
"grid_service_limit_mw": 12.05,
"gross_sqft": 1256945,
"infill_site": false,
"lease_expiry_months": 40,
"... | {
"capital_availability": 0.393,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.715,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.647,
"nearby_nodes": 3,
"network_redundancy_score": 0.83,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.3,
"dock_utilization_pct": 80.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28.3,
"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": 2.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 1.04,
"tenant_expansion_probability": 0.228
} | {
"annualized_noi_impact_usd": -682377,
"annualized_revenue_impact_usd": -970356,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 489742,
"expansion_capture_probability_post_event": 0.118,
"lease_rate_change_pct": -2.3,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.74
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.363,
"capital_availability": 0.393,
"demand_pressure": 0.359,
"entitlement_friction": 0.647,
"labor_shortage": 0.702,
"portfolio_tightness": 0.618,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-108747",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:26:00Z",
"trace_id": "6dc21616-e20a-4694-9a2b-bdf2ebf486b3"
} | {
"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": "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": 0.234,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.075,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.67,
"battery_mwh": 10.8,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-6279679D5F",
"grid_service_limit_mw": 14.29,
"gross_sqft": 874221,
"infill_site": false,
"lease_expiry_months": 55,
"occ... | {
"capital_availability": 0.653,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.377,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.682,
"nearby_nodes": 8,
"network_redundancy_score": 0.444,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 190866... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.9,
"dock_utilization_pct": 82.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 1.77,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.6,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 0.62,
"rent_growth_90d_pct": 0.86,
"tenant_expansion_probability": 0.399
} | {
"annualized_noi_impact_usd": -10534,
"annualized_revenue_impact_usd": -16318,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 706364,
"expansion_capture_probability_post_event": 0.283,
"lease_rate_change_pct": -1.22,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.77
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.7
},
{
"action": "secure... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.712,
"capital_availability": 0.653,
"demand_pressure": 0.493,
"entitlement_friction": 0.682,
"labor_shortage": 0.856,
"portfolio_tightness": 0.496,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-108748",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:36:00Z",
"trace_id": "21f40017-def2-4696-984e-2c25791783d8"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"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": 0.317,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.3,
"battery_mwh": 5.13,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-C8AA7B62C9",
"grid_service_limit_mw": 15.85,
"gross_sqft": 1124849,
"infill_site": true,
"lease_expiry_months": 40,
"occ... | {
"capital_availability": 0.193,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.709,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.12,
"nearby_nodes": 6,
"network_redundancy_score": 0.582,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 95.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.6,
"dock_utilization_pct": 88.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": 2.01,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.5,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 3.39,
"rent_growth_90d_pct": 3.98,
"tenant_expansion_probability": 0.705
} | {
"annualized_noi_impact_usd": 145414,
"annualized_revenue_impact_usd": 214505,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.638,
"lease_rate_change_pct": 3.67,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.71
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.84
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.193,
"demand_pressure": 0.762,
"entitlement_friction": 0.12,
"labor_shortage": 0.849,
"portfolio_tightness": 0.533,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-108749",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T06:53:00Z",
"trace_id": "61944611-4505-487c-9bf5-6c20ccbae9c7"
} | {
"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": 8.6,
"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": 0.346,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.187,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.78,
"battery_mwh": 0.89,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 140,
"facility_id": "FAC-91E9E68508",
"grid_service_limit_mw": 14.37,
"gross_sqft": 1406043,
"infill_site": false,
"lease_expiry_months": 32,
"o... | {
"capital_availability": 0.395,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.33,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.672,
"nearby_nodes": 3,
"network_redundancy_score": 0.876,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 2.11,
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"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.7,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 2.23,
"rent_growth_90d_pct": 2.57,
"tenant_expansion_probability": 0.578
} | {
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"decision_horizon_days": 90,
"estimated_capex_usd": 540839,
"expansion_capture_probability_post_event": 0.473,
"lease_rate_change_pct": 1.13,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.11
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.18
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.395,
"demand_pressure": 0.691,
"entitlement_friction": 0.672,
"labor_shortage": 0.898,
"portfolio_tightness": 0.541,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.748,
"id": "FORGE-108750",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:44:00Z",
"trace_id": "62e9bdb5-4a33-45d8-abc7-fa523f2df739"
} | {
"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"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.196,
"seasonality": 0.33,
"service_... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-54F764EB6D",
"grid_service_limit_mw": 7.82,
"gross_sqft": 313386,
"infill_site": true,
"lease_expiry_months": 8,
"... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.671,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 78.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.6,
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"rent_growth_30d_pct": 0.43,
"rent_growth_90d_pct": 1.61,
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} | {
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"expansion_capture_probability_post_event": 0.04,
"lease_rate_change_pct": -2.46,
"occupancy_shift": -0.011,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.68
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.45
},
{
"action": "delay_spec_development",
"reason"... | {
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"demand_pressure": 0.215,
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"labor_shortage": 0.934,
"portfolio_tightness": 0.628,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-108751",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:15:00Z",
"trace_id": "d65c1dde-4a2d-4f4d-841b-107b98a9133c"
} | {
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.482,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 15.38,
"gross_sqft": 1254259,
"infill_site": true,
"lease_expiry_months": 64,
... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.327,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.4,
"shift_fill... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 1.5,
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... | {
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"lease_rate_change_pct": -0.3,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 34.69
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.19
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.498,
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"labor_shortage": 0.896,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-108752",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:11:00Z",
"trace_id": "248034c5-0308-4e8b-821a-14930ecd3bfe"
} | {
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.171,
"seasonality": 0.33,
"ser... | {
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"facility_id": "FAC-957C70FFBB",
"grid_service_limit_mw": 16.3,
"gross_sqft": 1010299,
"infill_site": false,
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... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.691,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 10... | [
{
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"dock_utilization_pct": 79.2,
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"power_load_pct_of_service_limit": 64.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
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"market_entry_score": 78.8,
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"rent_growth_90d_pct": -1.5,
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} | {
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"annualized_revenue_impact_usd": -239493,
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"expansion_capture_probability_post_event": 0.226,
"lease_rate_change_pct": -2.85,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.95
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.42
},
{
"action": "escalate_utilit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.33,
"entitlement_friction": 0.193,
"labor_shortage": 0.751,
"portfolio_tightness": 0.391,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-108753",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:26:00Z",
"trace_id": "4abd7d67-6bee-405a-8075-97e7589695f5"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.281,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 3.83,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-2EF8361220",
"grid_service_limit_mw": 13.13,
"gross_sqft": 1188773,
"infill_site": true,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.717,
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"cross_node_rebalancing_capacity_pct": 0.061,
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"nearby_nodes": 8,
"network_redundancy_score": 0.793,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 75.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 25.9,
"dock_utilization_pct": 80.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 91.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.2,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.689,
"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": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.892,
"rent_growth_30d_pct": 2.22,
"rent_growth_90d_pct": 3.87,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": -199791,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.143,
"lease_rate_change_pct": -0.13,
"occupancy_shift": 0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 59.65
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.87
},
{
"action": "monitor_and_stage",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.439,
"capital_availability": 0.717,
"demand_pressure": 0.383,
"entitlement_friction": 0.178,
"labor_shortage": 0.512,
"portfolio_tightness": 0.454,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-108754",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:09:00Z",
"trace_id": "c09b5e20-b26a-47a6-8438-cf446b51f60e"
} | {
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.483,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"battery_mwh": 6.17,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-7B9B4F352A",
"grid_service_limit_mw": 14.39,
"gross_sqft": 721629,
"infill_site": false,
"lease_expiry_months": 68,
"occ... | {
"capital_availability": 0.292,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.4,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.81,
"nearby_nodes": 3,
"network_redundancy_score": 0.842,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 76.8,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 2.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.7,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 4.18,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": -415536,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 527369,
"expansion_capture_probability_post_event": 0.059,
"lease_rate_change_pct": -0.58,
"occupancy_shift": -0.016,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.85
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.528,
"capital_availability": 0.292,
"demand_pressure": 0.412,
"entitlement_friction": 0.81,
"labor_shortage": 0.762,
"portfolio_tightness": 0.7,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-108755",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:12:00Z",
"trace_id": "f37691cb-d077-4ef4-9848-75115f39b9ef"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.164,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.19,
"battery_mwh": 7.16,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 41,
"facility_id": "FAC-BBE04C2C72",
"grid_service_limit_mw": 26.77,
"gross_sqft": 416806,
"infill_site": false,
"lease_expiry_months": 14,
"occu... | {
"capital_availability": 0.402,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.495,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.617,
"nearby_nodes": 2,
"network_redundancy_score": 0.524,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 3.4,
"tenant_expansion_probability": 0.606
} | {
"annualized_noi_impact_usd": 41701,
"annualized_revenue_impact_usd": 56866,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 586292,
"expansion_capture_probability_post_event": 0.492,
"lease_rate_change_pct": 2.21,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 46.06
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.24
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.402,
"demand_pressure": 0.671,
"entitlement_friction": 0.617,
"labor_shortage": 0.796,
"portfolio_tightness": 0.422,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-108756",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:15:00Z",
"trace_id": "c22c2f57-eced-4e8f-911a-e775b7790c17"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.335,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.186,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.55,
"battery_mwh": 10.71,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-1CFA459C57",
"grid_service_limit_mw": 21,
"gross_sqft": 438709,
"infill_site": true,
"lease_expiry_months": 42,
"occupa... | {
"capital_availability": 0.786,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.379,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.338,
"nearby_nodes": 7,
"network_redundancy_score": 0.494,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 178292... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
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"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.91,
"rent_growth_90d_pct": 5.07,
"tenant_expansion_probability": 0.653
} | {
"annualized_noi_impact_usd": 60870,
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"expansion_capture_probability_post_event": 0.636,
"lease_rate_change_pct": 4.24,
"occupancy_shift": 0.018,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.78
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.622,
"entitlement_friction": 0.338,
"labor_shortage": 0.42,
"portfolio_tightness": 0.397,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.741,
"id": "FORGE-108757",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:53:00Z",
"trace_id": "4703903c-0093-4e81-b416-f9b221d0ba67"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.368,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 3.1,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-967460A2A1",
"grid_service_limit_mw": 12.88,
"gross_sqft": 1083580,
"infill_site": true,
"lease_expiry_months": 25,
"occ... | {
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"cluster_utilization_pct": 0.914,
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"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.594,
"nearby_nodes": 8,
"network_redundancy_score": 0.798,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 107691... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41,
"dock_utilization_pct": 83.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.3,
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"rent_growth_30d_pct": 0.8,
"rent_growth_90d_pct": 2.58,
"tenant_expansion_probability": 0.291
} | {
"annualized_noi_impact_usd": -122654,
"annualized_revenue_impact_usd": -177652,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.211,
"lease_rate_change_pct": -0.03,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.51
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.46
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.761,
"capital_availability": 0.357,
"demand_pressure": 0.506,
"entitlement_friction": 0.594,
"labor_shortage": 0.654,
"portfolio_tightness": 0.506,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-108758",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:27:00Z",
"trace_id": "cae28349-43b0-42b2-8fe3-b6a616008522"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.193,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.162,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.65,
"battery_mwh": 2.77,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-464E5BA3E9",
"grid_service_limit_mw": 15.17,
"gross_sqft": 647264,
"infill_site": true,
"lease_expiry_months": 58,
"occu... | {
"capital_availability": 0.284,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.685,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.459,
"nearby_nodes": 4,
"network_redundancy_score": 0.555,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 82.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.717,
"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": 1.93,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.8,
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"rent_growth_30d_pct": 2.11,
"rent_growth_90d_pct": 2.85,
"tenant_expansion_probability": 0.457
} | {
"annualized_noi_impact_usd": 29658,
"annualized_revenue_impact_usd": 48140,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.398,
"lease_rate_change_pct": 0.07,
"occupancy_shift": 0.024,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.12
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.76
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.662,
"capital_availability": 0.284,
"demand_pressure": 0.5,
"entitlement_friction": 0.459,
"labor_shortage": 0.991,
"portfolio_tightness": 0.449,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-108759",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:00:00Z",
"trace_id": "6ac52298-9f16-4f5d-a737-10d3c276a1e1"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.8,
"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": 0.342,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.353,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.27,
"battery_mwh": 0.39,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 113,
"facility_id": "FAC-E33F4F5632",
"grid_service_limit_mw": 16.72,
"gross_sqft": 1135094,
"infill_site": true,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.147,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.795,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.203,
"nearby_nodes": 3,
"network_redundancy_score": 0.872,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 86.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.4,
"shift_fill... | {
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"anomaly_score": 0.827,
"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": 2.08,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.4,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 1.99,
"rent_growth_90d_pct": 2.05,
"tenant_expansion_probability": 0.481
} | {
"annualized_noi_impact_usd": -22082,
"annualized_revenue_impact_usd": -37334,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 504204,
"expansion_capture_probability_post_event": 0.377,
"lease_rate_change_pct": 0.97,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.78
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.52
},
{
"action": "r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.147,
"demand_pressure": 0.656,
"entitlement_friction": 0.203,
"labor_shortage": 0.641,
"portfolio_tightness": 0.518,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-108760",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:40:00Z",
"trace_id": "180bd567-ce5d-4d0a-a703-fd1057e19da8"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "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,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.292,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.68,
"battery_mwh": 5.53,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-201050FAA5",
"grid_service_limit_mw": 10.05,
"gross_sqft": 1343675,
"infill_site": false,
"lease_expiry_months": 54,
"o... | {
"capital_availability": 0.749,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.402,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.252,
"nearby_nodes": 5,
"network_redundancy_score": 0.729,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 80... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 2.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.974,
"rent_growth_30d_pct": 3.3,
"rent_growth_90d_pct": 2.35,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -138991,
"annualized_revenue_impact_usd": -186939,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 533945,
"expansion_capture_probability_post_event": 0.374,
"lease_rate_change_pct": 0.36,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.5
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.81
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.749,
"demand_pressure": 0.55,
"entitlement_friction": 0.252,
"labor_shortage": 0.843,
"portfolio_tightness": 0.658,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-108761",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:53:00Z",
"trace_id": "2bf4292b-820a-476c-8666-0acc5d7eca62"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.179,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.81,
"battery_mwh": 3.34,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-CDB684278F",
"grid_service_limit_mw": 10.35,
"gross_sqft": 858724,
"infill_site": false,
"lease_expiry_months": 42,
"occ... | {
"capital_availability": 0.544,
"cluster_utilization_pct": 0.875,
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"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.681,
"nearby_nodes": 8,
"network_redundancy_score": 0.618,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 120... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.47,
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.54,
"rent_growth_90d_pct": 2.12,
"tenant_expansion_probability": 0.3
} | {
"annualized_noi_impact_usd": -134762,
"annualized_revenue_impact_usd": -195289,
"cap_rate_pressure_pct": -0.18,
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"estimated_capex_usd": 617129,
"expansion_capture_probability_post_event": 0.175,
"lease_rate_change_pct": -1.38,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.41
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.55
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.544,
"demand_pressure": 0.58,
"entitlement_friction": 0.681,
"labor_shortage": 0.879,
"portfolio_tightness": 0.657,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-108762",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:16:00Z",
"trace_id": "a973dc7c-1c6d-48e4-9fba-f8691c1b4ef2"
} | {
"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",
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"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.354,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.189,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.63,
"battery_mwh": 8.71,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-69C4D2E3FE",
"grid_service_limit_mw": 22.26,
"gross_sqft": 1004179,
"infill_site": true,
"lease_expiry_months": 50,
"oc... | {
"capital_availability": 0.512,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.757,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.707,
"nearby_nodes": 8,
"network_redundancy_score": 0.565,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.7,
"dock_utilization_pct": 87.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.4,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 1.8,
"rent_growth_90d_pct": 2.72,
"tenant_expansion_probability": 0.566... | {
"annualized_noi_impact_usd": 108583,
"annualized_revenue_impact_usd": 147765,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 456467,
"expansion_capture_probability_post_event": 0.469,
"lease_rate_change_pct": 1.56,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.39
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.99
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.816,
"capital_availability": 0.512,
"demand_pressure": 0.71,
"entitlement_friction": 0.707,
"labor_shortage": 0.768,
"portfolio_tightness": 0.53,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-108763",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:46:00Z",
"trace_id": "2bd93021-d3ee-4636-8cae-c12307147242"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "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": "1b_plus",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.327,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.29,
"battery_mwh": 4.2,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 73,
"facility_id": "FAC-78A6D6D050",
"grid_service_limit_mw": 12.24,
"gross_sqft": 738408,
"infill_site": false,
"lease_expiry_months": 37,
"... | {
"capital_availability": 0.622,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.281,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.346,
"nearby_nodes": 2,
"network_redundancy_score": 0.643,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 84.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 90.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.739,
"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": 2.21,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.8,
"rent_growth_90d_pct": 5.4,
"tenant_expansion_probability": 0.509
} | {
"annualized_noi_impact_usd": 58781,
"annualized_revenue_impact_usd": 81587,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.439,
"lease_rate_change_pct": 2.43,
"occupancy_shift": 0.001,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 63.63
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 48.01
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.34,
"capital_availability": 0.622,
"demand_pressure": 0.558,
"entitlement_friction": 0.346,
"labor_shortage": 0.721,
"portfolio_tightness": 0.55,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-108764",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:32:00Z",
"trace_id": "4425f683-9cd1-457a-bdb9-2def6a3d151b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.364,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.221,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.56,
"battery_mwh": 10.87,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-5E8644F2CA",
"grid_service_limit_mw": 24.46,
"gross_sqft": 236343,
"infill_site": true,
"lease_expiry_months": 31,
"occ... | {
"capital_availability": 0.193,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.49,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.527,
"nearby_nodes": 8,
"network_redundancy_score": 0.491,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.2,
"dock_utilization_pct": 88,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 4.68,
"tenant_expansion_probability": 0.607
} | {
"annualized_noi_impact_usd": 48898,
"annualized_revenue_impact_usd": 65305,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 547440,
"expansion_capture_probability_post_event": 0.52,
"lease_rate_change_pct": 3.29,
"occupancy_shift": 0.008,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.24
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.83
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.484,
"capital_availability": 0.193,
"demand_pressure": 0.764,
"entitlement_friction": 0.527,
"labor_shortage": 0.813,
"portfolio_tightness": 0.489,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-108765",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:49:00Z",
"trace_id": "21047013-0307-450c-be94-710c207c2e54"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": -0.024,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.421,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.73,
"battery_mwh": 9.02,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-04DFB7546F",
"grid_service_limit_mw": 8.38,
"gross_sqft": 1305956,
"infill_site": false,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.569,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.295,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.496,
"nearby_nodes": 3,
"network_redundancy_score": 0.649,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 22... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 80.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 2.42,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.8,
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"rent_growth_30d_pct": 0.96,
"rent_growth_90d_pct": -0.27,
"tenant_expansion_probability": 0.15
} | {
"annualized_noi_impact_usd": -756577,
"annualized_revenue_impact_usd": -1047186,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 90,
"estimated_capex_usd": 557892,
"expansion_capture_probability_post_event": 0.037,
"lease_rate_change_pct": -3.85,
"occupancy_shift": -0.017,
"service_penalty_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.36
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.738,
"capital_availability": 0.569,
"demand_pressure": 0.316,
"entitlement_friction": 0.496,
"labor_shortage": 0.902,
"portfolio_tightness": 0.627,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-108766",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:02:00Z",
"trace_id": "c22d1b6a-752b-4265-a53e-fa15d8d7d55d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.4,
"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": 0.054,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.35,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.19,
"battery_mwh": 2.82,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-09AB7025CC",
"grid_service_limit_mw": 24.95,
"gross_sqft": 710001,
"infill_site": false,
"lease_expiry_months": 66,
"occ... | {
"capital_availability": 0.557,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.569,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.229,
"nearby_nodes": 7,
"network_redundancy_score": 0.83,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 74.1,
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"dock_utilization_pct": 80.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.73,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pres... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.2,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 0.03,
"rent_growth_90d_pct": -0.22,
"tenant_expansion_probability": 0.216
} | {
"annualized_noi_impact_usd": -139541,
"annualized_revenue_impact_usd": -188780,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 375998,
"expansion_capture_probability_post_event": 0.147,
"lease_rate_change_pct": -2.23,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.18
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.77
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.742,
"capital_availability": 0.557,
"demand_pressure": 0.368,
"entitlement_friction": 0.229,
"labor_shortage": 0.651,
"portfolio_tightness": 0.438,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-108767",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:37:00Z",
"trace_id": "4c670385-01e8-4702-9469-e502c03b876d"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.223,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.192,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.39,
"battery_mwh": 12.37,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-5F7492B6CC",
"grid_service_limit_mw": 20.57,
"gross_sqft": 160000,
"infill_site": false,
"lease_expiry_months": 20,
"oc... | {
"capital_availability": 0.565,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.25,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.585,
"nearby_nodes": 7,
"network_redundancy_score": 0.83,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.5,
"dock_utilization_pct": 83.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.654,
"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": 2.44,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.4,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 2.48,
"rent_growth_90d_pct": 1.26,
"tenant_expansion_probability": 0.558
} | {
"annualized_noi_impact_usd": 30035,
"annualized_revenue_impact_usd": 39338,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 411927,
"expansion_capture_probability_post_event": 0.528,
"lease_rate_change_pct": -0.04,
"occupancy_shift": 0.028,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.04
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.43
},
{
"action": "monitor_and_stage",
"reason": "h... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.29,
"capital_availability": 0.565,
"demand_pressure": 0.538,
"entitlement_friction": 0.585,
"labor_shortage": 0.727,
"portfolio_tightness": 0.425,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-108768",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:50:00Z",
"trace_id": "2c8263f3-07cf-4d7c-80c5-be42e23cea9a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.092,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.129,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.53,
"battery_mwh": 5.15,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 112,
"facility_id": "FAC-2A0F99F9D4",
"grid_service_limit_mw": 19.72,
"gross_sqft": 1128751,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.144,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.782,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.229,
"nearby_nodes": 8,
"network_redundancy_score": 0.587,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 139121... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 80,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": 1.86,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.2,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": -0.2,
"rent_growth_90d_pct": -0.36,
"tenant_expansion_probability": 0.203
} | {
"annualized_noi_impact_usd": -157131,
"annualized_revenue_impact_usd": -256457,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 90,
"estimated_capex_usd": 658437,
"expansion_capture_probability_post_event": 0.091,
"lease_rate_change_pct": -3.22,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.09
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.35
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.699,
"capital_availability": 0.144,
"demand_pressure": 0.368,
"entitlement_friction": 0.229,
"labor_shortage": 0.974,
"portfolio_tightness": 0.401,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-108769",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:15:00Z",
"trace_id": "caf04866-f144-4083-8a35-1caabe2e769a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"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": -0.022,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.349,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.32,
"battery_mwh": 8.16,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-0FA6190F06",
"grid_service_limit_mw": 11.56,
"gross_sqft": 1203889,
"infill_site": false,
"lease_expiry_months": 21,
"o... | {
"capital_availability": 0.651,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.609,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.309,
"nearby_nodes": 2,
"network_redundancy_score": 0.387,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 74.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 79.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_f... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.8,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": -0.36,
"rent_growth_90d_pct": 0.24,
"tenant_expansion_probability": 0.109
} | {
"annualized_noi_impact_usd": -265467,
"annualized_revenue_impact_usd": -429966,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 480994,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.95,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.86
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.95
},
{
"action": "secure_pop_up_ca... | {
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"demand_pressure": 0.343,
"entitlement_friction": 0.309,
"labor_shortage": 0.614,
"portfolio_tightness": 0.342,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-108770",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:17:00Z",
"trace_id": "fc016d4b-e6d1-4fd9-8c76-ebdc1a787fe9"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.193,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 3.33,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-01FF08CA4A",
"grid_service_limit_mw": 16.44,
"gross_sqft": 288279,
"infill_site": false,
"lease_expiry_months": 35,
"occ... | {
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"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.521,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.709,
"nearby_nodes": 5,
"network_redundancy_score": 0.617,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 73.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 80.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": 1.66,
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.8,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 0.54,
"rent_growth_90d_pct": 1.91,
"tenant_expansion_probability": 0.369
} | {
"annualized_noi_impact_usd": -26271,
"annualized_revenue_impact_usd": -35697,
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"decision_horizon_days": 45,
"estimated_capex_usd": 582161,
"expansion_capture_probability_post_event": 0.252,
"lease_rate_change_pct": -0.59,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.39
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.337,
"entitlement_friction": 0.709,
"labor_shortage": 0.753,
"portfolio_tightness": 0.587,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-108771",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T06:50:00Z",
"trace_id": "f8d922f0-e879-4e49-ab6c-0f6e273a3132"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.377,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.396,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.19,
"battery_mwh": 0.34,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-2D313E7AC2",
"grid_service_limit_mw": 11.37,
"gross_sqft": 787825,
"infill_site": true,
"lease_expiry_months": 52,
"occu... | {
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"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.593,
"nearby_nodes": 7,
"network_redundancy_score": 0.689,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 87.5,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.8,
"rent_growth_90d_pct": 4.92,
"tenant_expansion_probability": 0.615
... | {
"annualized_noi_impact_usd": 188087,
"annualized_revenue_impact_usd": 276795,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.513,
"lease_rate_change_pct": 3.22,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.46
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.81
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.141,
"demand_pressure": 0.707,
"entitlement_friction": 0.593,
"labor_shortage": 0.879,
"portfolio_tightness": 0.614,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-108772",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:07:00Z",
"trace_id": "22f98922-c772-4462-bf5c-4baff192f8df"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.393,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.7,
"battery_mwh": 0.99,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-51AF9EB89A",
"grid_service_limit_mw": 12.51,
"gross_sqft": 1202831,
"infill_site": false,
"lease_expiry_months": 46,
"oc... | {
"capital_availability": 0.517,
"cluster_utilization_pct": 0.915,
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"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.518,
"nearby_nodes": 2,
"network_redundancy_score": 0.455,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 79.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.741,
"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": 1.67,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.2,
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"rent_growth_30d_pct": -0.18,
"rent_growth_90d_pct": 1.7,
"tenant_expansion_probability": 0.234
} | {
"annualized_noi_impact_usd": -198064,
"annualized_revenue_impact_usd": -276636,
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"estimated_capex_usd": 506856,
"expansion_capture_probability_post_event": 0.143,
"lease_rate_change_pct": -1.36,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.27
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.65
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.517,
"demand_pressure": 0.35,
"entitlement_friction": 0.518,
"labor_shortage": 0.807,
"portfolio_tightness": 0.422,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-108773",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:25:00Z",
"trace_id": "2bc5811f-bd08-448c-9af3-b269d883fd99"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"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": 8.9,
"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": 0.165,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.427,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.22,
"battery_mwh": 1.93,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 93,
"facility_id": "FAC-35D94D11A4",
"grid_service_limit_mw": 8.67,
"gross_sqft": 936102,
"infill_site": true,
"lease_expiry_months": 40,
"o... | {
"capital_availability": 0.215,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.318,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.252,
"nearby_nodes": 3,
"network_redundancy_score": 0.364,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 83.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 27.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.844,
"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": 2.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.971,
"rent_growth_30d_pct": 2.73,
"rent_growth_90d_pct": 5.31,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": -546199,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 673571,
"expansion_capture_probability_post_event": 0.204,
"lease_rate_change_pct": 1.45,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.39
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.71
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.345,
"capital_availability": 0.215,
"demand_pressure": 0.507,
"entitlement_friction": 0.252,
"labor_shortage": 0.85,
"portfolio_tightness": 0.623,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-108774",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:40:00Z",
"trace_id": "f19de2d0-cf84-4700-9acf-cf6f151d383f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.393,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.235,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.6,
"battery_mwh": 1.7,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-58C711B087",
"grid_service_limit_mw": 26.55,
"gross_sqft": 823766,
"infill_site": false,
"lease_expiry_months": 57,
"... | {
"capital_availability": 0.734,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.714,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.338,
"nearby_nodes": 2,
"network_redundancy_score": 0.671,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.3,
"dock_utilization_pct": 85.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.5,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.657,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.46,
"rent_growth_90d_pct": 3.11,
"tenant_expansion_probability": 0.737
} | {
"annualized_noi_impact_usd": 145031,
"annualized_revenue_impact_usd": 188935,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 454229,
"expansion_capture_probability_post_event": 0.717,
"lease_rate_change_pct": 3.08,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.9
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.59
},
{
"action": "rebala... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.369,
"capital_availability": 0.734,
"demand_pressure": 0.618,
"entitlement_friction": 0.338,
"labor_shortage": 0.521,
"portfolio_tightness": 0.475,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-108775",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:08:00Z",
"trace_id": "09dae348-9f46-4b5e-beaa-75c73fee8ad9"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"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": 0.058,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.256,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.7,
"battery_mwh": 6.87,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-7E7DDDBA03",
"grid_service_limit_mw": 22.66,
"gross_sqft": 160000,
"infill_site": true,
"lease_expiry_months": 26,
"... | {
"capital_availability": 0.617,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.26,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.58,
"nearby_nodes": 3,
"network_redundancy_score": 0.482,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 83.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.8,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 1.74,
"rent_growth_90d_pct": 1.71,
"tenant_expansion_probability": 0.244
} | {
"annualized_noi_impact_usd": -20470,
"annualized_revenue_impact_usd": -34792,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 434871,
"expansion_capture_probability_post_event": 0.15,
"lease_rate_change_pct": -1.3,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.07
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.418,
"capital_availability": 0.617,
"demand_pressure": 0.505,
"entitlement_friction": 0.58,
"labor_shortage": 0.606,
"portfolio_tightness": 0.562,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-108776",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:07:00Z",
"trace_id": "591a7312-d989-42a2-b365-026ccbb3a3a0"
} | {
"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": 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": 0.166,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.143,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.73,
"battery_mwh": 5.29,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-D11B4C0EB3",
"grid_service_limit_mw": 12.9,
"gross_sqft": 1061874,
"infill_site": true,
"lease_expiry_months": 55,
"occ... | {
"capital_availability": 0.406,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.74,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.318,
"nearby_nodes": 8,
"network_redundancy_score": 0.322,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 81.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.8,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 0.13,
"rent_growth_90d_pct": 2.69,
"tenant_expansion_probability": 0.336
} | {
"annualized_noi_impact_usd": -46909,
"annualized_revenue_impact_usd": -78468,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 504945,
"expansion_capture_probability_post_event": 0.257,
"lease_rate_change_pct": 0.56,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.67
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.66
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.564,
"capital_availability": 0.406,
"demand_pressure": 0.477,
"entitlement_friction": 0.318,
"labor_shortage": 0.699,
"portfolio_tightness": 0.364,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-108777",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:07:00Z",
"trace_id": "2e70ba84-a808-48a0-b429-bb3fa24006e0"
} | {
"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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.055,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.219,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.44,
"battery_mwh": 1.48,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 51,
"facility_id": "FAC-F22B427478",
"grid_service_limit_mw": 14.7,
"gross_sqft": 514750,
"infill_site": false,
"lease_expiry_months": 72,
"occup... | {
"capital_availability": 0.14,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.808,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.29,
"nearby_nodes": 5,
"network_redundancy_score": 0.607,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 88,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 82,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"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": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.1,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 1.6,
"rent_growth_90d_pct": 3.94,
"tenant_expansion_probability": 0.172
} | {
"annualized_noi_impact_usd": -66300,
"annualized_revenue_impact_usd": -111541,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 558668,
"expansion_capture_probability_post_event": 0.055,
"lease_rate_change_pct": -0.21,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.92
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.53
},
{
"action": "escalate_utility_interconnec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.606,
"capital_availability": 0.14,
"demand_pressure": 0.424,
"entitlement_friction": 0.29,
"labor_shortage": 0.712,
"portfolio_tightness": 0.584,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-108778",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:57:00Z",
"trace_id": "1614a691-f390-46b2-8f2e-5fbd4c504675"
} | {
"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,
"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": 0.208,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.215,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.35,
"battery_mwh": 5.73,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-38375DF9FC",
"grid_service_limit_mw": 22.42,
"gross_sqft": 529530,
"infill_site": true,
"lease_expiry_months": 15,
"occu... | {
"capital_availability": 0.421,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.264,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.577,
"nearby_nodes": 4,
"network_redundancy_score": 0.573,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 85.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": 1.97,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.58,
"rent_growth_90d_pct": 1.79,
"tenant_expansion_probability": 0.399
} | {
"annualized_noi_impact_usd": -14564,
"annualized_revenue_impact_usd": -20867,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 554279,
"expansion_capture_probability_post_event": 0.315,
"lease_rate_change_pct": 0.15,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.59
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.7
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.825,
"capital_availability": 0.421,
"demand_pressure": 0.635,
"entitlement_friction": 0.577,
"labor_shortage": 0.605,
"portfolio_tightness": 0.532,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-108779",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:38:00Z",
"trace_id": "b9887449-e160-4c57-8505-e8e5efa5ac6a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.149,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.399,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.54,
"battery_mwh": 2.44,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-2AC95D74AA",
"grid_service_limit_mw": 13.6,
"gross_sqft": 374767,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.162,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.377,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.506,
"nearby_nodes": 7,
"network_redundancy_score": 0.699,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.1,
"dock_utilization_pct": 88,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": 1.55,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 1.1,
"tenant_expansion_probability": 0.334
} | {
"annualized_noi_impact_usd": -20887,
"annualized_revenue_impact_usd": -27587,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 356120,
"expansion_capture_probability_post_event": 0.253,
"lease_rate_change_pct": -1,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.75
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.77
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.652,
"capital_availability": 0.162,
"demand_pressure": 0.796,
"entitlement_friction": 0.506,
"labor_shortage": 0.821,
"portfolio_tightness": 0.374,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-108780",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:54:00Z",
"trace_id": "520d8833-8e73-4196-b5c8-061eb105ce3e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.329,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.267,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.35,
"battery_mwh": 11.58,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 63,
"facility_id": "FAC-4E0CEF4A2D",
"grid_service_limit_mw": 17.5,
"gross_sqft": 637353,
"infill_site": true,
"lease_expiry_months": 66,
"... | {
"capital_availability": 0.214,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.737,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.358,
"nearby_nodes": 4,
"network_redundancy_score": 0.555,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 83.3,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 84.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.4,
"occupancy_90d": 0.884,
"rent_growth_30d_pct": 1.24,
"rent_growth_90d_pct": 0.37,
"tenant_expansion_probability": 0.492
} | {
"annualized_noi_impact_usd": -8455,
"annualized_revenue_impact_usd": -13781,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 674270,
"expansion_capture_probability_post_event": 0.383,
"lease_rate_change_pct": -0.49,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.46
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.94
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.453,
"capital_availability": 0.214,
"demand_pressure": 0.528,
"entitlement_friction": 0.358,
"labor_shortage": 0.663,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.734,
"id": "FORGE-108781",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:16:00Z",
"trace_id": "52f2a7e7-151b-4d7b-aae3-d9f5e2dae476"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "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": "high",
"risk_of_churn": 0.121,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.49,
"battery_mwh": 10.89,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-00890F19F1",
"grid_service_limit_mw": 9.96,
"gross_sqft": 785855,
"infill_site": true,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.633,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.529,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.482,
"nearby_nodes": 3,
"network_redundancy_score": 0.469,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.7,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.94,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.3,
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"rent_growth_30d_pct": 3.98,
"rent_growth_90d_pct": 4.95,
"tenant_expansion_probability": 0.445
} | {
"annualized_noi_impact_usd": 107593,
"annualized_revenue_impact_usd": 158474,
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"decision_horizon_days": 90,
"estimated_capex_usd": 519569,
"expansion_capture_probability_post_event": 0.415,
"lease_rate_change_pct": 1.83,
"occupancy_shift": 0.025,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.42
},
{
"action": "lock_power_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.329,
"capital_availability": 0.633,
"demand_pressure": 0.424,
"entitlement_friction": 0.482,
"labor_shortage": 0.638,
"portfolio_tightness": 0.675,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-108782",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:44:00Z",
"trace_id": "aedd9f30-3fe1-423c-a164-44a9aa3d03fb"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.271,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.224,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.47,
"battery_mwh": 12.29,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-556387DB0C",
"grid_service_limit_mw": 14.6,
"gross_sqft": 959192,
"infill_site": false,
"lease_expiry_months": 48,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.359,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.785,
"nearby_nodes": 6,
"network_redundancy_score": 0.37,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 85.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.31,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.9,
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"rent_growth_30d_pct": 2.34,
"rent_growth_90d_pct": 1.05,
"tenant_expansion_probability": 0.499
} | {
"annualized_noi_impact_usd": -6660,
"annualized_revenue_impact_usd": -9180,
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"decision_horizon_days": 60,
"estimated_capex_usd": 484951,
"expansion_capture_probability_post_event": 0.402,
"lease_rate_change_pct": -0.25,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.52
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.88
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.832,
"capital_availability": 0,
"demand_pressure": 0.604,
"entitlement_friction": 0.785,
"labor_shortage": 0.69,
"portfolio_tightness": 0.679,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-108783",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:16:00Z",
"trace_id": "f27c818a-2541-44fe-91b1-898b28c2bfbc"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"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": -0.034,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.402,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.76,
"battery_mwh": 6.48,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 96,
"facility_id": "FAC-46B3A9733B",
"grid_service_limit_mw": 14.44,
"gross_sqft": 965123,
"infill_site": true,
"lease_expiry_months": 69,
"... | {
"capital_availability": 0.033,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.519,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.32,
"nearby_nodes": 7,
"network_redundancy_score": 0.859,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 75.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 81.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"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": 2.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.6,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 0.31,
"tenant_expansion_probability": 0.126
} | {
"annualized_noi_impact_usd": -438635,
"annualized_revenue_impact_usd": -688100,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 30,
"estimated_capex_usd": 538220,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.35,
"occupancy_shift": -0.016,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.99
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.05
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.709,
"capital_availability": 0.033,
"demand_pressure": 0.371,
"entitlement_friction": 0.32,
"labor_shortage": 0.802,
"portfolio_tightness": 0.618,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-108784",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:54:00Z",
"trace_id": "5cf667f7-b7c5-4d3d-98c7-e8c2606c42c4"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_targ... | {
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... | {
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{
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{
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{
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1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T10:06:00Z",
"trace_id": "f07da1cd-daae-4c95-bf06-e92d4cee507c"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
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},
... | {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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{
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} | {
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},
{
"action": "shift_overflow_to_satellite",
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},
{
"action": "lock_power_ca... | {
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"p... |
1.0.0-forge-industrial-sample | {
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"status": "triaged",
"timestamp": "2026-01-01T08:36:00Z",
"trace_id": "13903618-b678-4978-80ed-76bbc3214ff4"
} | {
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} | {
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},
{
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},
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
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"risk_of_churn": 0.141,
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"portfolio_cluster": "phoenix_west_valley",
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{
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{
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{
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T08:25:00Z",
"trace_id": "bfb45399-abca-42b9-9735-cf8d996c055a"
} | {
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} | {
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{
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... | {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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... | {
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{
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} | {
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},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.25
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{
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-108788",
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"status": "triaged",
"timestamp": "2026-01-01T05:46:00Z",
"trace_id": "5866bd5d-3043-47f2-94ef-4a05c60926d9"
} | {
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"region": "midwest_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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... | {
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"LOG-CAP-006",
"LOG-DEV-001"
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"lease_expiry_months": 8,
"... | {
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{
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"service_commitment_risk_pct": 20.2,
"shift_fill_... | {
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"confidence_band": "very_high",
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} | {
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{
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{
"action": "secure_pop_up_capacity",
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"score": 32.15
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:17:00Z",
"trace_id": "d28b34ac-e1d8-495a-95c9-fed97e133067"
} | {
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"market": "Atlanta",
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"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.378,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.258,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.68,
"battery_mwh": 12.16,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-01E7A48089",
"grid_service_limit_mw": 22.59,
"gross_sqft": 672855,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.255,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.694,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.209,
"nearby_nodes": 7,
"network_redundancy_score": 0.73,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 96.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.4,
"dock_utilization_pct": 89.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 61.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.859,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.28,
"rent_growth_90d_pct": 3.2,
"tenant_expansion_probability": 0.547
} | {
"annualized_noi_impact_usd": 50681,
"annualized_revenue_impact_usd": 65006,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 505789,
"expansion_capture_probability_post_event": 0.442,
"lease_rate_change_pct": 1.93,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.39
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.14
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.255,
"demand_pressure": 0.818,
"entitlement_friction": 0.209,
"labor_shortage": 0.777,
"portfolio_tightness": 0.579,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-108790",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:43:00Z",
"trace_id": "70a0f3b2-36e2-4187-b3f6-94712557c85c"
} | {
"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": 7.7,
"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": 0.434,
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"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.369,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.59,
"battery_mwh": 5.92,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-81D14A344A",
"grid_service_limit_mw": 15.41,
"gross_sqft": 1042155,
"infill_site": true,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.619,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.63,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.62,
"nearby_nodes": 6,
"network_redundancy_score": 0.69,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1437579,
... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 31.5,
"dock_utilization_pct": 86.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 58.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.704,
"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": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.1,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 3.88,
"rent_growth_90d_pct": 4.64,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 249771,
"annualized_revenue_impact_usd": 389086,
"cap_rate_pressure_pct": 0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 612761,
"expansion_capture_probability_post_event": 0.691,
"lease_rate_change_pct": 3.85,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 56.01
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.34
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.619,
"demand_pressure": 0.699,
"entitlement_friction": 0.62,
"labor_shortage": 0.436,
"portfolio_tightness": 0.486,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-108791",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T05:34:00Z",
"trace_id": "056b934f-0f37-4f1d-bd22-293bc196eed2"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.014,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.443,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.23,
"battery_mwh": 9.81,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-D2BA5CDD5C",
"grid_service_limit_mw": 13.87,
"gross_sqft": 586863,
"infill_site": true,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.277,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.301,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.466,
"nearby_nodes": 2,
"network_redundancy_score": 0.472,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 80.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"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": 1.73,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.7,
"occupancy_90d": 0.864,
"rent_growth_30d_pct": 0.36,
"rent_growth_90d_pct": 0.25,
"tenant_expansion_probability": 0.162
} | {
"annualized_noi_impact_usd": -164361,
"annualized_revenue_impact_usd": -215183,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 567512,
"expansion_capture_probability_post_event": 0.066,
"lease_rate_change_pct": -2.8,
"occupancy_shift": -0.016,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.18
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.16
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.627,
"capital_availability": 0.277,
"demand_pressure": 0.348,
"entitlement_friction": 0.466,
"labor_shortage": 0.683,
"portfolio_tightness": 0.507,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-108792",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:24:00Z",
"trace_id": "4e88630a-485c-4a43-a9b8-86eebe8103cf"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.059,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.206,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.27,
"battery_mwh": 0.02,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 123,
"facility_id": "FAC-DD70C5C7CC",
"grid_service_limit_mw": 23.36,
"gross_sqft": 1236782,
"infill_site": true,
"lease_expiry_months": 65,
"occ... | {
"capital_availability": 0.242,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.345,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.147,
"nearby_nodes": 6,
"network_redundancy_score": 0.825,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 486031... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 78.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"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": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.9,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": -0.93,
"rent_growth_90d_pct": -1.9,
"tenant_expansion_probability": 0.12
} | {
"annualized_noi_impact_usd": -281489,
"annualized_revenue_impact_usd": -483816,
"cap_rate_pressure_pct": -0.37,
"decision_horizon_days": 30,
"estimated_capex_usd": 601637,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.9,
"occupancy_shift": -0.011,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.61
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.48
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.801,
"capital_availability": 0.242,
"demand_pressure": 0.298,
"entitlement_friction": 0.147,
"labor_shortage": 1,
"portfolio_tightness": 0.36,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-108793",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:16:00Z",
"trace_id": "483bc2ae-bd06-467d-86fa-0128159059d2"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"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": 0.362,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.139,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.63,
"battery_mwh": 12.28,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-44E5DC1C8A",
"grid_service_limit_mw": 10.9,
"gross_sqft": 412934,
"infill_site": false,
"lease_expiry_months": 62,
"occ... | {
"capital_availability": 0.257,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.718,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.371,
"nearby_nodes": 7,
"network_redundancy_score": 0.809,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54.7,
"dock_utilization_pct": 88.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"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": 2.42,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.2,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 3.19,
"rent_growth_90d_pct": 5.4,
"tenant_expansion_probability": 0.602
} | {
"annualized_noi_impact_usd": 152167,
"annualized_revenue_impact_usd": 255489,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 559637,
"expansion_capture_probability_post_event": 0.515,
"lease_rate_change_pct": 3.73,
"occupancy_shift": 0.022,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.6
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.13
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.845,
"capital_availability": 0.257,
"demand_pressure": 0.758,
"entitlement_friction": 0.371,
"labor_shortage": 0.927,
"portfolio_tightness": 0.628,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.879,
"id": "FORGE-108794",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:05:00Z",
"trace_id": "a95d55c3-b751-476d-bc04-da7c842f8677"
} | {
"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"
},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
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"risk_of_churn": 0.102,
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"service_l... | {
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"grid_service_limit_mw": 16.53,
"gross_sqft": 952867,
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... | {
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"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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} | {
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{
"action": "shift_overflow_to_satellite",
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{
... | {
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1.0.0-forge-industrial-sample | {
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"severity": "medium",
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"timestamp": "2026-01-01T08:04:00Z",
"trace_id": "99354d8b-b22a-49f5-a830-3a5bf17d9a88"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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... | {
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"LOG-YRD-007",
"LOG-CAP-003"
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"infill_site": false,
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"... | {
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{
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"reefer_temp_delta_c": 0.15,
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{
"action": "rebalance_carrier_mix",
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{
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... | {
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... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:26:00Z",
"trace_id": "225ef162-5e73-4f43-881d-adecafbd0129"
} | {
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"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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{
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{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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},
{
"action": "escalate_utility_interconnect",
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"score": 37.72
},
{
"action": "shift_overflow_to_s... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:36:00Z",
"trace_id": "499ba344-f896-4c37-887c-f69add4fb5fc"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
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{... | {
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"LOG-CAP-006",
"LOG-DEV-001"
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"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"grid_service_limit_mw": 11.59,
"gross_sqft": 866836,
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... | {
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{
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"reefer_temp_delta_c": 0.15,
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"shift_fill_rate... | {
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} | {
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},
{
"action": "rebalance_carrier_mix",
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{
"action": "activate_temp... | {
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"p... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T10:46:00Z",
"trace_id": "924598b9-a968-4620-8d1a-fc769f141139"
} | {
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"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"grid_service_limit_mw": 16.68,
"gross_sqft": 931773,
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... | {
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fil... | {
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"rent_growth_30d_pct": 1,
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} | {
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{
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.69
},
{
"action": "defer_noncritical_projects",
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"labor_shortage": 0.802,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-108799",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:16:00Z",
"trace_id": "c48ea1b1-e687-4816-81bd-8f34ca0062db"
} | {
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"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.182,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.437,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.46,
"battery_mwh": 1.15,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-6242C28A06",
"grid_service_limit_mw": 14.28,
"gross_sqft": 893754,
"infill_site": true,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.688,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.618,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.491,
"nearby_nodes": 3,
"network_redundancy_score": 0.32,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 92.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.3,
"dock_utilization_pct": 90.2,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.835,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.5,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 2.52,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probability": 0.355... | {
"annualized_noi_impact_usd": -48591,
"annualized_revenue_impact_usd": -64728,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 450159,
"expansion_capture_probability_post_event": 0.263,
"lease_rate_change_pct": 0.65,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.32
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.634,
"capital_availability": 0.688,
"demand_pressure": 0.896,
"entitlement_friction": 0.491,
"labor_shortage": 0.725,
"portfolio_tightness": 0.439,
... |
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