1. Define the problem before choosing the tool
Name the exact workflow problem: delayed notes, inconsistent structure, excessive after-hours drafting, or fragmented follow-up. Then define what success would look like without promising a specific time or financial outcome.
Limit the first use case. A tool evaluated for drafting routine outpatient notes has not automatically been evaluated for psychotherapy, interpreters, group visits, procedures, minors, or high-acuity care. Different contexts create different consent, accuracy, bias, and information-flow risks.
2. Establish governance and accountability
Ontario's Information and Privacy Commissioner recommends privacy impact assessment, written policies, role-based training, contracts, safeguards, and ongoing monitoring for AI scribes. Software features can support this program, but no product can make a practice compliant by itself.
- Name the health information custodian or other accountable organization.
- Identify the privacy officer, clinical owner, security contact, contract owner, and operational lead.
- Document the intended purpose, lawful authority, information types, users, and prohibited uses.
- Complete the privacy impact, security, vendor, and professional review required by the organization.
- Decide how incidents, complaints, access requests, corrections, and vendor changes will be handled.
3. Map the full information lifecycle
Draw what happens from the moment a microphone is activated: capture, transfer, transcription, draft generation, user review, retention, access, correction, export, deletion, backups, logs, subprocessors, and support. Distinguish audio from transcripts, drafts, finalized notes, metadata, and aggregate usage.
Ask where each form is processed and stored, who can access it, how long it remains, whether it can be used to train a model, and what happens when the contract ends. Confirm the answers in current documentation and agreements rather than relying on a sales label.
4. Pilot with non-patient and approved scenarios
- 01
Test the technical path
Use synthetic scenarios to check devices, consent controls, audio quality, interruptions, processing failures, access, and deletion behavior.
- 02
Test the clinical review path
Measure omissions, inventions, attribution, terminology, medication details, uncertainty, bias, and follow-up, not only grammar or note length.
- 03
Train the users
Cover consent, patient choice, review responsibility, prohibited data, downtime, incident reporting, and what the system cannot do.
- 04
Launch narrowly
Begin with a small group and a defined encounter type. Review errors and near misses before expanding.
5. Monitor after launch
- Review a representative sample of outputs and corrections.
- Track processing failures, access incidents, complaints, and consent withdrawals.
- Reassess after model, vendor, purpose, subprocessor, or contract changes.
- Maintain a usable alternative when the tool is unavailable or a patient declines.
- Stop or narrow the workflow when evidence shows unacceptable risk.
Sources and further reading
Sources were checked on . External guidance can change; open the source before relying on it.