Confirm what you should build first.

The pre-project check for organizations that want evidence-first decisions instead of AI hype. Start with your workflow constraints, not a vendor pitch deck.

Ranked pain points

Current workflow constraints ordered by the impact of fixing them.

A staged path

A practical implementation sequence with milestones you can fund one at a time.

Named risks

Where data, security, and compliance exposure actually sits.

Vendor fit

Who to involve in phase one — and who can wait.