/ Audit shape
Clarity before implementation.
The audit identifies where AI can reduce manual work, where the data is not ready, and where software foundations need attention before automation.
- Workflow map and bottleneck list.
- Data and integration readiness review.
- Risk register for privacy, permissions, review, and failure modes.
- Roadmap for the first useful version and later phases.