I built an automation system in Playwright and Node.js that mapped the real user journey, then passed all 12 timed assessments of the Higher Education pathway. The first three units took months. After I added a language-model answer layer, the remaining nine passed in a single day. I then tested the school administrator dashboard against production, with read-only rules for real data and a separate test school for anything that writes.