Answer engine optimization · Original data
ChatGPT will name your studio. Getting an actual link is the rare part.
We took 20 independent pilates and yoga studios across 14 San Diego neighborhoods and asked ChatGPT the exact thing a local actually types: "best pilates studio in Pacific Beach, San Diego," "best yoga studio in Bankers Hill, San Diego." One question per studio, one neighborhood at a time, all through the live interface rather than the API.
Fifteen of those twenty studios got named somewhere in the response. Only six had their own website show up in the links ChatGPT actually cited. Two answers never named a business at all: ChatGPT wanted a location first and just stopped.
That gap between fifteen and six is the whole story, and most owners miss it because Google Alerts and brand-monitoring tools only catch the first half.
Being named costs the model nothing
A neighborhood answer lists 9.75 businesses on average. Across our twenty runs, 115 different studios got mentioned somewhere. This is not a curated shortlist. It reads more like the model dumping everything it half-remembers about the area, then letting the reader sort through the mess.
Getting a real citation, the kind where ChatGPT actually opens your page and links to it, is a different and much smaller club. It happened for six of our twenty studios, and every single one had unusually strong review counts for their neighborhood. Mention is cheap. A link is earned.
Chains win the mention war even where they have no address
Yoga Box, a franchise with 37 locations across five states, turned up 23 times inside our 20 answers, sometimes twice in the same response. Club Pilates showed up nine times. Modo Yoga San Diego, also a chain, showed up five times.
None of our questions named a brand. ChatGPT pulled these franchises in anyway, grabbing whatever is easiest to verify: consistent branding, a national footprint, a name it has seen a thousand times in training data. An independent studio with better instructors and a loyal client base starts the race a lap behind on name recognition alone.
The one source that actually gets cited
When ChatGPT did link out, the destination was rarely the studio's own website. ClassPass carried the citation in 12 of the 20 answers, more than every other source combined. A handful of niche directories and one Tripadvisor listing picked up the rest. Studio websites appeared here and there, one at a time, never as the dominant source.
That is a specific, actionable fact: if your studio is not on ClassPass, or your listing there is thin, you are conceding the one channel ChatGPT actually trusts enough to link to in this niche.
Ten percent of the time, there is no answer at all
Two of our twenty neighborhood questions got the same reply: "Could you share your location so I can find studios near you?" No names, no links, nothing to act on. If a real customer hits that wall and does not bother retyping the question with a city attached, the studio never had a chance, regardless of how good its website is.
What this means if you run a studio
Three things follow from this, in order of effort.
Claim and fill out your ClassPass listing before touching anything else on your own site. It is the one destination we saw ChatGPT link to repeatedly in this niche, and a thin listing there costs you the citation even when your own site is excellent.
Do not expect your website to be the thing that gets cited. In this market it rarely is. Treat your site as the place a customer lands after they already know your name, rather than the place ChatGPT sends someone who has never heard of you.
Watch your review count relative to your neighborhood rather than to some universal number. Every studio that earned a real citation in our sample had reviews that stood out locally. A national average means nothing here; the comparison that matters is the other five studios ChatGPT could have named instead of you in your own zip code.
We are building this measurement into a run you can point at your own address and your own neighbors, so the next version of this post is about your studio rather than a sample of twenty we picked from a map.
Sources: live ChatGPT interface results for one neighborhood-level question per studio, across 20 independent San Diego pilates and yoga studios in 14 neighborhoods, September 2026. Named, cited, and source counts pulled directly from the audit log for each question.