AI Lab

Field notes and real observations on AI search behavior, GEO, and what's actually changing in how search engines surface and cite content.

This is where I log what I’m actually seeing in AI search. Not summaries of what others are reporting, but observations, data points, and pattern notes from real work. Updated as things change.

Field Notes