Emergency Managers
State and local emergency managers who need fast, authoritative, confidence-weighted smoke guidance during fast-moving fire incidents.
Public Health Officials
Public health officials and schools needing clear, audience-specific protective messaging during active wildfire smoke events.
Outdoor Workers and Farmworkers
High-exposure populations including outdoor workers, farmworkers, and others in roles that cannot easily avoid smoke exposure during fast-moving incidents. They benefit from:
- Exposure-aware, multilingual communication
- Timing-aware protective guidance during active incidents
- Role-specific protective recommendations
Vulnerable Communities
Environmental justice and rural communities that experience disproportionate smoke exposure or limited access to authoritative public guidance.
Research Community
The research community benefits through open-source release of workflows, evaluation pipelines, and validation extensions that emerge from operational use.