SAMA TECHLY / AI & automation

What matters

01

Observe execution

Track errors, latency, cost and human intervention with logs that respect data privacy.

02

Test changes

Replay reference cases before changing a model, instruction or integration. Keep a rollback version.

03

Define ownership

Specify alerts, response ownership and maintenance scope. Service levels are defined in the project agreement.

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.