This case study explains how the Webflow analyzer moved from reviewer tooling into creator-facing product surfaces. The key move was not exposing raw review output more widely. It was translating evidence-gathering into bounded validation, autofill, screenshot packaging, and submission guidance while preserving reviewer-only judgment states.