R
Role
Tell the tool who it should act as, such as a training officer, policy reviewer, or administrative assistant.
A practical framework for better prompts
Use AI With a Clear REACT Plan
Fire service leaders do not need more prompt tricks. They need a repeatable way to give AI enough direction to support reports, training, policy, and administrative work without surrendering judgment.
The REACT framework
Five parts. Better direction.
Use the framework when a first response is too generic, misses department conditions, or needs too much cleanup. Add only the detail that improves the result.
E
Environment
Explain the department setting, audience, available resources, and operational constraints.
A
Action
State the work you want completed with a clear verb: draft, compare, organize, summarize, or review.
C
Context
Provide the source material, facts, definitions, standards, and boundaries the response must use.
T
Tone
Specify how the result should sound and what it must avoid, including jargon, hype, or unsupported claims.
Example prompt
Role: You are a fire-service training officer.
Environment: This is a combination department with limited training time.
Action: Draft a 30-minute tabletop exercise on apparatus response coordination.
Context: Use the attached policy and keep the exercise suitable for company officers.
Tone: Plain-spoken, practical, and focused on discussion questions. Flag anything the policy does not answer.Use judgment
REACT improves the prompt. It does not replace the leader.
Review every output. Keep protected, sensitive, or regulated information out of tools unless your department has approved the workflow. Firefighters and leaders remain accountable for decisions, policy, and service to the community.