1
Task fit
Test the exact work: research, drafting, analysis, multilingual service, document handling, coding or tool use. Do not substitute a generic leaderboard.
2
Data boundary
Compare training use, retention, processing location, access, deletion and the controls available to your organisation.
3
Operational control
Review identity, permissions, logs, connectors, approvals, monitoring and incident support.
4
Evidence and effort
Record test evidence, review effort, integration burden, failure recovery and the cost of maintaining safe use.
FREQUENTLY ASKED
Two points worth making clear
Why are there no fixed scores here?+
Model features, prices and performance change quickly. A dated, task-based evaluation is more useful than a permanent-looking score.
Can one organisation use several assistants?+
Yes. Many teams route different data and tasks to different approved systems, provided the boundaries are clear.