The Unaccredited Academy

The Unaccredited Academy exists to keep digital marketers current on the technical side of AI visibility. The crawlers, the retrieval behavior, and the rules change every few months, and almost nothing published about them comes from measurement. Everything here is built from server logs and vendor documentation, dated so you can see how fresh it is, and written so you can act on it the same week.