We Asked ChatGPT to Recommend Businesses in 10 Cities. Here's Who Showed Up.

We ran 50 recommendation prompts across ChatGPT, Perplexity, and Gemini. We searched for dentists, HVAC companies, personal injury attorneys, nail salons, and health insurance brokers across 10 cities. The results were clear: some businesses showed up every time. Most never appeared at all.

What We Actually Tested

The prompts were simple. "Best HVAC company in [city]." "Who's a good personal injury attorney near [city]?" "Where should I get my nails done in [city]?" Normal things a real customer might type.

Fifty prompts. Ten cities. Five industries.

We tracked which businesses got named, how often, and whether the AI included a phone number, a website link, or a direct recommendation. Then we looked at what those businesses had in common.

The Businesses That Showed Up

The ones that appeared consistently weren't always the biggest or the most well-known. In one mid-size city in Texas, a three-person HVAC company was named in 4 out of 5 AI responses -- ahead of a regional chain with 40 employees and a TV ad budget.

In a Florida market, a solo personal injury attorney was recommended twice by ChatGPT and once by Perplexity. She has no paid ads running. Her competitor, a firm with 12 lawyers and a billboard on I-95, didn't appear in a single response.

A nail salon in suburban Georgia got named in Gemini's response with a note that said "known for friendly staff and online booking." The salon owner had no idea this was happening until we told her.

What those businesses shared: consistent, current information published in the right places. Their business details appear in sources AI models actually read. Their customer reviews include natural language that matches how people ask questions. They exist in the digital spaces that AI uses to form its opinions.

The Businesses That Didn't Show Up

Across all 50 prompts, 73% of the businesses we searched for were invisible. Zero mentions. Not a single recommendation.

These weren't bad businesses. Many had hundreds of Google reviews. Some had been running ads for years. A few had professional websites that ranked well in traditional Google search.

But when the AI was asked, it simply didn't know they existed.

One dentist in our test had 340 five-star Google reviews, a modern website, and 14 years in practice. She appeared in zero of the five prompts we ran for her city. A competing dentist with 80 reviews and a simpler website appeared in three.

The difference wasn't quality. It wasn't even reputation. It was whether the AI had enough information -- in the right format, in the right places -- to confidently recommend them.

What This Means for Your Business

Here's the uncomfortable part. This research isn't theoretical. These are real businesses, in real cities, losing real customers right now.

When someone asks ChatGPT for a recommendation and your business doesn't come up, the AI doesn't say "I don't know." It recommends someone else. Your competitor gets the call. You never even knew there was an opportunity.

The businesses that showed up in our test are getting referrals from AI they didn't advertise for, didn't pay for, and aren't even tracking. It's happening quietly in the background every day.

Why You Can't Check This Yourself

You might be tempted to open ChatGPT right now and type your business name. That tells you almost nothing. AI recommendation queries work differently than name searches. The real question isn't "does ChatGPT know my name?" It's "does ChatGPT recommend me when someone asks for what I do?"

Those are different questions with very different answers.

The businesses we saw performing well had something working underneath the surface. A combination of factors that trained the AI to view them as credible, relevant, and worth recommending. Replicating that isn't something you can do with a weekend of research.

The 10-City Breakdown

We won't publish the full list of which businesses appeared -- that's data we use with clients. But here's what the numbers showed:

• In cities with populations under 200,000, AI recommendations were dominated by 2-3 businesses per category. Everyone else was invisible.
• In larger markets, the same pattern held but with 4-5 winners per category. Still a tiny fraction of the businesses that exist.
• Perplexity was the most willing to name specific local businesses with contact information. ChatGPT was more conservative but still named specific businesses in 68% of local recommendation queries.
• Gemini recommended businesses with recent, detailed reviews most often -- even when those businesses had fewer total reviews than competitors.

The window to be one of those 2-5 businesses per category in your market is open right now. It won't stay open.

The Question to Ask

Don't ask "how do I get ChatGPT to recommend me?" Ask "am I currently losing customers to competitors who are already showing up?" The answer is almost certainly yes. The only question is how many.

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