Illustrative scenario: a possible workflow, not a measured client result.

SAMA TECHLY / AI & automation

What matters

01

Define

Align metrics, units and reporting periods to avoid misleading comparisons.

02

Consolidate

Check missing data and preserve a link to each metric’s source.

03

Explain

Separate observations from interpretation. Recommendations should identify what still needs verification.

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.