Does ChatGPT recommend med spas?

The short answer

Ask ChatGPT for a med spa in almost any US metro and it will name one to five specific businesses. Not categories, not “look for a licensed provider” — actual names, often with a sentence about each.

Those names are not generated from nothing, and they are not drawn primarily from the businesses’ own websites.

Where the names come from

ChatGPT resolves local queries largely through Bing’s index, supplemented by structured local data. In practice the sources that matter most are:

• Bing Places — the listing most practices have never claimed
• Foursquare — a major structured local-data provider
• Yelp — heavily weighted for review signals
• Google Business Profile — indirectly, through general web presence
• Local editorial — “best med spas in [city]” roundups in city publications

This is worth sitting with, because it inverts the usual assumption. A practice can have an excellent, fast, well-optimised website and still be absent from every answer, because the engine is not reading the website to decide who to name.

Review volume and recency both matter

Across observed behaviour, the businesses that get named tend to clear a rough threshold: 30 or more reviews at 4.3 stars or better, and above 100 reviews in competitive metros.

Recency counts as heavily as volume. A practice with 200 reviews and nothing in the last six months tends to lose to one with 60 reviews updated weekly. The engine is not only asking “is this place good” but “is this place currently operating and currently well-regarded”.

Why your practice might not appear

The most common causes, in rough order of frequency:

1. Bing Places is unclaimed. This is the single most common gap, and the most consequential, because it removes you from the index ChatGPT leans on most.
2. Foursquare listing is missing or incomplete.
3. Review volume sits below the threshold, or has gone quiet.
4. No local editorial presence — you appear in none of the “best of” roundups engines treat as trusted third-party sources.
5. AI crawlers are blocked in robots.txt. Often accidental, and often introduced by a host or platform default rather than by anyone’s decision.

What this does not mean

It does not mean SEO stopped mattering, and it does not mean AI has replaced search. Traditional search still drives the majority of local discovery today.

It means a growing share of high-intent discovery now happens in a format with no second page. Forty-five percent of consumers report asking AI tools for local recommendations, up from six percent a year earlier. When the answer contains five names, the difference between sixth and sixtieth is nothing.

How to check your own practice

Run these prompts yourself, in a fresh session, across ChatGPT, Gemini, Perplexity and Copilot:

• best med spa in [your city]
• where to get botox near me [your city]
• most reviewed [treatment] [your city]
• top rated medical spa [your city]

Record whether you appear, who appears instead, and in what position. Run each three times — outputs vary between runs, and a single result tells you very little.

That log is the beginning of a baseline. It is also, uncomfortably, the most honest competitive analysis most practices have ever run.

A caveat worth stating

No AI platform publishes how it selects sources. Everything above is drawn from measured output and correlations documented across the industry — not from confirmed ranking factors, because none have been confirmed.

The signals also move quickly. Community content’s share of citations shifted by double digits in a single quarter, and the most-cited social platform changed inside a year. Anything written about this today should be re-checked in three months, including this page.