DispatchMAS offers an EMS simulation platform; live dispatch benefit remains untested

EMS training managers, dispatch supervisors and medical directors may need more varied practice cases and a manageable protocol-review workload. Ask which scenarios are costly to develop, who validates instructions, and how current training effectiveness is measured. The value hypothesis is faster preparation of reviewable training material. Offer a bounded scenario-library assessment with a fixed complaint set and an agreed reviewer budget. Frame any productivity estimate as a hypothesis to measure locally. This source does not establish dispatcher replacement, shorter ambulance response, safer live triage or reduced staffing requirements. Applicability is limited to supervised experimentation until local users validate the outputs and the organization approves a broader scope.

Build an offline evaluation harness with a versioned local protocol repository, synthetic case inputs and restricted agent functions. Prerequisites include rights to protocol content, clinical reviewers and a reproducible configuration. Use adapters that cannot reach production CAD or telephony. Compare generated cases with independently authored scenarios, blind reviewers to origin, and record unsafe instructions, missed escalation and address-confirmation failures. Add actual audio, interpreter and noisy-channel tests only within approved evaluation scope. Restrict data retention and prevent tool execution from untrusted text. Proposed proof of value requires measured reviewer effort and defect rates against the local baseline; favorable dialogue ratings alone are not an integration acceptance test.

Assign the training lead as operational owner, a medical director as clinical approver and IT as environment owner. Curate the initial scenario set, document dependencies, train reviewers to challenge plausible errors and pilot with experienced dispatchers before expanding participation. Check governance at dataset intake, protocol updates and each model change.

Proposed acceptance criteria

every released case has clinical sign-off, all critical defects are resolved, reviewer effort is measured against manual preparation, and a prespecified diverse test set is completed. These are proposed criteria, not observed results. Risks include teaching incorrect instructions, overfitting to easy cases and staff mistaking simulation proficiency for readiness to manage live callers.