City editions score one cohort on one date. Findings are what turns up when the stored audits and probe answers are read across cities, across platforms, or across time. Same rule as everywhere in this publication: every claim traces to a stored file.
Across 5,904 stored AI answers in nine US cities, 63 percent of the answers to who-should-I-hire questions named The Knot, WeddingWire, Yelp, Zola or Thumbtack. Six named the local business the question was about. The counts, per city.
A website went from 60 to 93 on our audit in one day. Nothing changed in its design or copy: two Cloudflare defaults were turned off. What those settings do, and how to check yours.
ChatGPT and Claude were asked the questions couples ask in Austin, Nashville, and Charleston. Most wedding vendors never appeared in a single answer. The counts, per city, from stored evidence.