Weather & Climate Trends

Tracks live RAWS observations against the historical record: ERC percentiles, 1000-hr fuel moisture, and the season-severity trend the plan must assume.

Fire Behavior Modeler

Runs the unit’s "problem fire" under percentile weather: spread direction, flame lengths, crown-fire potential in mortality patches, and structures in the run.

Structure Exposure

Maps structure density and population against the hazard: which clusters sit in the problem-fire run, and what their water and access profiles mean for survivability.

Lightning & Ignition

Blends historical ignition density with live NLDN/GLM lightning: per-strike ignition probability, holdover risk in beetle-kill duff, and outbreak prediction.

Access & Egress

Grades the road network for evacuation and apparatus access: single-exit subdivisions, pinch points, and the corridors mitigation must keep survivable.

Treatment Planner

Ranks thinning, fuel breaks, and dead-and-down removal by structures protected per treated acre — the biggest mitigation wins under the modeled fire behavior.

Mitigation Copilot

Synthesizes every agent output into a ranked, fundable mitigation plan and an outbreak watch posture for the planning team.