GEO measurement: distinguish brand mentions, citations and referral visits
Build a reproducible observation log. Separate appearance, links, recommendations and website visits, and keep technical audit scores out of citation probability claims.
MadeInRed / Field guides
Separate AI mentions, page citations, referral visits and business results. Use consistent prompts and evidence records to compare changes and their limits.
Build a reproducible observation log. Separate appearance, links, recommendations and website visits, and keep technical audit scores out of citation probability claims.