Observed arrival · 2026-10-12
The names ChatGPT gives local businesses
Visible Markets tracks which businesses ChatGPT names for common local-service searches across four Florida cities and ten trades.
○Open
⊠Login
$Paid
†Ads
✦Pretty
●Pro
◎Niche
◉Human
⚑Risk
ƒJS
- For
- People comparing local businesses named by ChatGPT
- Worth noticing
- The homepage separates ambiguous location matches and says counts represent listing appearances, not unique companies.
Field notes
The homepage breaks out Orlando, Tampa, Miami, and Jacksonville, with trade pages spanning plumbers, HVAC, dentists, legal specialties, roofers, med spas, pool builders, and chiropractors. It reports 197 named appearances against 8,368 collected Maps listings, while warning that appearances across trades are not unique companies. Visible Markets says ambiguous location matches are kept separate and that sponsorship does not affect who is named.
Observed signals
Read the marks
Editorial observations of this landing page, not a rating.
○OpenPublic substance visible
†AdsAdvertising visible
✦PrettyNotable craft visible
◎NicheUnusually specific use
One card from the complete issue