SAMA TECHLY / KNOWLEDGE

What matters

01

Evaluate

Cover routine cases, expected refusals, missing data and contradictory requests.

02

Limit

Start with reduced permissions and review important actions. Provide a stop mechanism and a manual fallback.

03

Observe

Monitor real usage and reevaluate after changes to data, model or tools.

Check in your context

Prepare the next step

  • A real task example and its exceptions
  • Current tools and available access
  • Permitted data and the role of human review
  • A baseline metric to assess outcomes

An explicit scope, documented rules and a validation protocol. Access and responsibilities are defined before launch.

Useful references

NIST — AI Risk Management Framework ↗