This approach was applied in a Drupal 7 to Drupal 10 content migration (business documents), involving complex data models and large-scale content migration. The result: a production-ready migration framework delivered in under two weeks, with a working MVP in just days. The di‑erentiation lies in how migration is executed. AI accelerates planning, data mapping, validation and optimization, while engineers focus on intent, validation and outcomes.