AI adoption and workflow implementation

A Practical Framework for AI Adoption

Reliable AI adoption begins with process clarity, not tool selection.

The framework separates routine execution, consequential judgment, and governance so teams can define ownership, limits, evidence, and escalation paths.

Discuss a workflow