How to Define Access Roles for an AI-Assisted Laboratory Workflow

List who prepares inputs, operates the tool, reviews outputs, approves records, administers the system and investigates incidents. Tie access to approved responsibilities.

Do not copy permissions from an unrelated system without checking the workflow purpose and data involved.

Identify the sensitivity, provenance and permitted use of inputs, prompts, outputs, logs and exports under the organisation’s policies and applicable requirements.

This operational guidance does not replace privacy, information-security, regulatory or clinical assessment.

Give each role only the functions and information needed for its authorised work. Separate routine operation from administration, configuration and final approval where appropriate.

Qualified human oversight remains essential wherever professional, scientific, regulatory or safety judgement is required.

Define who may approve time-limited access, how it is recorded and when it expires. Avoid shared accounts and informal credential transfer.

Emergency access should be governed and reviewed, not treated as a permanent shortcut.

Reassess permissions after role changes, departures, supplier changes, workflow expansion, incidents or material software updates. Remove access promptly when it is no longer justified.

A user’s previous involvement does not establish a continuing need to see laboratory information.

Verify that restricted actions are actually blocked, approvals are attributable and logs support investigation. Document exceptions and corrective actions.

A configuration screen alone is not evidence that the complete workflow control operates as intended.

Should every laboratory user have administrator access? No. Can AI approve its own access? No. Is this clinical or legal advice? No.