Generative engine optimization · Original data
ChatGPT's med spa citations don't run on RealSelf or Healthgrades. We ranked what actually gets cited
If you've ever typed "how do I get my med spa on ChatGPT" into a search bar, you've almost certainly hit the same recycled advice: grab your RealSelf profile, lock in Healthgrades, claim Zocdoc. It's the default directory routine for anything that feels medical, and med spas get dumped in that pile without a second thought.
We decided to pull reverse-citation data and see if ChatGPT actually sorts med spas into that same pile. The citations tell a different story.
We ran 20 live searches, a mix of "best med spa" and treatment-specific phrases, through ChatGPT across five cities: Chicago, Denver, Miami, New York, and Tulsa. We logged every domain it cited. The total came to 142 citations. RealSelf appeared twice. Healthgrades and Zocdoc never appeared at all.
What showed up instead
The number-one domain wasn't one you'd recognize. NoBSMedSpaReviews led with 9 citations, Reddit sat right behind at 8, and MedicalSpaLocator tied it at 8. Rounding out the top nine: TheClinicCompass (5), MedSpaScout (5), InjectorIndex (4), USMedSpaDirectory (3), Toxaura (3), and AuraVenu (3). Those nine alone accounted for 48 of the 142 citations, roughly a third of everything ChatGPT cited across all 20 queries, and not one of them is a brand a med spa owner would think to Google, let alone bother claiming a listing on.
We checked that these sites were real before writing a sentence about them. Toxaura.com's homepage reads "Find Botox injections in your city." AuraVenu.com's says "Find the Best Med Spas Near You." TheClinicCompass.com's is "Compare Med Spas & Aesthetic Clinics." InjectorIndex.com's is "Botox Injectors & MedSpas | VerifiedAesthetics." These are aggregator sites built for this exact purpose. They're live, they're indexed, and they're getting pulled into ChatGPT's answers more often than the directories every med spa guide tells you to chase.
The gap is bigger than one guide getting it wrong
We keep a running list of known directory domains to tag citations in our own data, compiled from past probes and manual verification. Half of those top nine, TheClinicCompass, InjectorIndex, USMedSpaDirectory, Toxaura, and AuraVenu, weren't even on our list. We'd been undercounting our own directory bucket for this niche. After we added them, the picture sharpened rather than blurred. Niche-specific aggregators aren't a rounding error beside the big consumer brands. They're the main event of what ChatGPT pulls from in this category, and several had never even hit our radar until we went digging for this piece.
Placement matters here too. ChatGPT orders its sources sequentially, and the higher a citation sits in the list, the more pull it has in shaping the answer. NoBSMedSpaReviews averaged position 3.1 in the citation list; MedicalSpaLocator averaged 3.4. Reddit, despite nearly matching their frequency, averaged position 7.4, well back toward the end. The niche directories aren't just cited more often. They're cited sooner.
Where the two genres of directory diverge
The sites split based on what the searcher is after. InjectorIndex and Toxaura appeared almost exclusively on treatment-specific procedure queries, Botox, filler, exactly the kind of search where a name with "injector" or "tox" in it has an obvious relevance edge. NoBSMedSpaReviews, MedicalSpaLocator, and MedSpaScout spread across rating queries and "best med spa in [city]" phrasing instead, the broader aggregator territory. RealSelf's two citations both landed on procedure queries too, so it isn't absent from that scene. It's simply outnumbered there by sites purpose-built for that exact query.
What this means if you run a med spa
The generic medical-directory checklist, RealSelf, Healthgrades, Zocdoc, works fine for other specialties, but for med spas specifically it's aimed at the wrong wall based on what we're seeing. The sites actually feeding ChatGPT's answers in our sample are smaller, more numerous, and built around med spa search terms specifically rather than medical care broadly. Some, like AuraVenu and MedSpaScout, look like recent launches built precisely for this kind of AI-citation traffic. Getting listed cleanly on the big three won't move the needle nearly as much as showing up accurately, and repeatedly, across this longer tail.
What we can't claim from this
Twenty queries across five cities is a live snapshot rather than a full census. A wider city set or a different week could reshuffle which niche directories lead the pack, and treatment mix, Botox-heavy markets against laser-heavy ones, probably changes which sites get pulled in. We're also relying on our own classification of what counts as a directory versus an individual clinic site, and we just caught five gaps in that list ourselves. More could be hiding. This is what surfaced on one collection date through ChatGPT's live interface, a snapshot instead of a permanent ranking.
Source: askchat.studio's GEO probe database, 142 citations across 20 "best med spa" and treatment-specific queries in Chicago, Denver, Miami, New York, and Tulsa, collected September 28, 2026, through ChatGPT's live web interface. Domain identity verified by direct browser-agent request to each site on the same date.