Align AI with existing data and controls
Define input, output, and the human approval point.
- Bound data and access scope
- Connect APIs with failure and fallback states
- Log events and review output
AI integration
Successful integration puts AI at the right point in the data flow, with bounded access, reviewable output, and clear failure behaviour.
AI integration needs clear boundaries across services, data, permissions, event logging, and human review. Before connecting anything, measurable inputs and outputs and a recovery path for failure are defined.

Services
We first bound and expose inputs and outputs, then define APIs, identity, event logging, timeouts, and fallback. The goal is to add AI without making system control ambiguous.
Align AI with existing data and controls