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EMS run report QA that assigns short training

An Ohio fire and EMS department uses AI to review run reports, flag care gaps and assign 15-minute training sessions.

Agency or source
Malta and McConnelsville Fire Department (OH)
Agent or tool
AQUA AI quality assurance
Category
Admin/Ops
Tags
ems, qa-qi, training, epcr, rural

Free starter prompt

Reconstructed from the public description. Not the agency's own prompt.

Review this de-identified EMS run report against the attached protocol excerpt. List: (1) protocol steps documented, (2) steps missing or unclear, (3) medication or dose concerns. For each gap, suggest one short training topic. Do not score the provider. Output a table for the QA officer to review.

The full setup, tailored to your SOPs with weekly runs and human review steps, is part of the Station Admin Pack. Ask about it.

Caveats for public safety

Run reports contain PHI. Use only a HIPAA-covered vendor with a BAA, never a public AI tool. The medical director or QA officer makes final findings. Use for coaching, not discipline, unless reviewed by a person. Confirm training credit rules with your state EMS office.

Source: Malta and McConnelsville Fire Department (OH), 2026-02-11. A person must review every output.

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