Prototype · Discovery Aid

Surface impact, before it costs you.

Describe a proposed change to a play element. Get an instant impact assessment — who's affected, what might break, what to validate first. Built to put impact thinking on the page, not in someone's head.

Plain language. The more specific you are, the better the assessment.
Submit a change above to see the impact assessment.

About this prototype

ChangeTracker is a working prototype, built to make a point about how change management could feel — and how PMs can validate that kind of feel quickly, with AI in the loop.

The impact assessment is generated by a real LLM (Claude). It has no specific knowledge of any company's internal data, suppliers, tooling, or product lines. It produces plausible, useful-looking assessments based on general manufacturing knowledge — exactly the kind of artifact you'd put in front of users in week two to test whether the concept resonates.

The point isn't this tool. The point is the cadence: build, share, validate, learn. Days, not months.