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Why is my business not on ChatGPT or Perplexity?
Most likely because neither engine can find the same name, address and category for you in enough places. We tested 50 real businesses in July 2026: 33 were named by neither engine, and the engines barely agree even with each other, since only 5 were named by both.
Here is what we did, all in one week. We asked each engine for the ten best in five groups: day spas in San Diego, medical spas in Los Angeles, boutique salons in Miami, yoga studios in Austin, and wellness retreats across the country. Forty of the fifty are local businesses in four cities. The other ten are destination retreats that compete nationally, and they did better than everybody else.
13 of our 50 showed up in ChatGPT's lists, 9 in Perplexity's. Seventeen were named by at least one engine. Five were named by both.
Part of the reason is how the two work. Perplexity searched the web for its answers, while ChatGPT answered from memory, so the two ended up naming different places.
Even the best category shows the problem. Wellness retreats led the test: 6 of 10 got named by at least one engine, but only 3 by both. Half the names one engine gives, the other never mentions. Day spas produced no overlap at all — ChatGPT named three, Perplexity named two, and none of them were the same business. Salons went the same way, with three from ChatGPT and none from Perplexity. Yoga studios were the one hopeful case: 7 of 10 were on neither engine, but of the three that got named, two were named by both. Medical spas did not even register, with zero mentions from either engine across all ten.
Who made both answers, and why that is shakier than it looks
Now look at who made both answers, because the detail matters. Four of the five are chains or national brands: Black Swan Yoga with its several Austin studios, and the retreat brands Canyon Ranch, Miraval and The Ranch. One independent single-location business made it, Practice Yoga Austin. And two of the five are shakier than the number looks — ChatGPT named Miraval Arizona while Perplexity named Miraval Austin, and the same thing happened with The Ranch Malibu against The Ranch Hudson Valley. The brand got named twice in two different places.
We think this is about repetition rather than size. An engine names a business when it meets that business under the same name in several places, and a chain gets that repetition for free. An independent has to build it on purpose.
What to do about it
So here is the practical part. Open your Google Business Profile, your Yelp page, Apple Maps, Bing Places, your Facebook page and the footer of your own site, and make the name, address and category say exactly the same thing in all six. Category trips people up most often: "Day spa" on Google, "Massage" on Yelp and "Wellness center" on your site read as three different kinds of business. Fix those, then give it a few weeks, because the engines pick up changes slowly.
Let me be honest about what to expect. In our test the engines named resorts and chains while independents mostly stayed invisible. Clean listings are the floor you start from, and by themselves they guarantee nothing.
Checking one engine and calling it done is checking half the picture. Showing up in ChatGPT is good news that tells you nothing about the customer who asks Perplexity five minutes later. You can check ChatGPT, Perplexity and Claude in one shot with our Quick Check — 30 seconds, no signup needed.