SAMA TECHLY / AI & automation

What matters

01

Identify the source of truth

Define the authoritative system for each field and how conflicting updates are handled.

02

Secure exchanges

Use required permissions, protect secrets and limit transferred data to the actual need.

03

Plan recovery

Account for API limits, outages and duplicates. Recovery must preserve record consistency.

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.