AI Resilience Report forFirst-Line Supervisors of Firefighting and Prevention Workers

Today’s fire supervisors still mainly rely on people, but AI tools are beginning to help with data tasks. For example, researchers have built AI models that can predict how wildfires spread – one model claims it could prevent up to 76% of wildfires by warning crews in advance ^[1]. News reports even call AI “a new ally” for wildfire agencies ^[2].

In practice, this means drones and satellites gather fire maps and AI analyzes them so teams know where flames are moving. However, the critical decisions on how to fight fires – and taking action on the ground – still need human judgment.

Some office tasks are already digital. Supervisors use mapping and database software (GIS tools) to keep records ^[3]. A few departments even experiment with AI-powered hiring software to screen candidates ^[4].

But public education (giving talks or handing out flyers) and fixing engines remain hands-on jobs. Importantly, life-saving tasks like providing medical aid or rescuing people are done by humans. O*NET lists “providing personal medical attention” as a core activity ^[3], which AI cannot do.

In short, AI can assist with maps or sorting paperwork, but caring for people and leading crews in unpredictable fires still depends on human skills ^{[3] [3]}.

Fire departments tend to adopt new tech cautiously. Budgets are tight, so expensive drones or AI systems must prove they save more money than hiring people. Fire chiefs and communities also value personal trust: O*NET notes that working directly with the public is an essential part of the job ^[3].

Families and residents usually feel safer knowing experienced people are in charge, not robots. On the other hand, the benefits can be real. If an AI tool can help prevent most wildfires ^[1], it would save lives and resources, which is very appealing.

For example, using AI to recruit or forecast fires could make crews stronger ^[4]. Overall, adoption will likely be gradual: AI tools may first assist with hiring or planning, while supervisors keep leading in person. In this way, new technology supports firefighters rather than replaces the human leadership that communities trust.