We tested 1,000 "best near me" queries on chatgpt. only 12% of local businesses showed up.

We Tested 1,000 Near Me Queries on ChatGPT: 12% Showed Up

Introduction

"Best plumber near me." "Best dentist near me." "Best Italian restaurant near me."

These are the queries that built local SEO into a billion-dollar industry. For years, showing up when someone searched "best [service] near me" was the gold standard. If you ranked for it on Google, you won.

But something has shifted. More and more people are typing these exact queries into ChatGPT instead of Google. And when they do, the results look completely different. We wanted to know exactly how different, so we tested it. We ran 1,000 "best near me" style queries through ChatGPT and tracked what came back. The findings should concern every local business owner who thinks their Google rankings have them covered.

Only 12% of those queries returned a named local business. The other 88% got generic advice, a redirect to Google Maps, or nothing useful at all. If your AI search optimization strategy doesn't account for this shift, you're invisible to a growing segment of your customer base.

How we structured this test

We built a list of 1,000 queries using the "best [business type] near me" format across 50 industries and 20 US metro areas. Industries included plumbers, dentists, personal injury lawyers, HVAC companies, restaurants, hair salons, chiropractors, financial advisors, auto repair shops, real estate agents, and 40 more.

For each query, we specified a city. "Best plumber near me in Houston." "Best dermatologist near me in Miami." "Best family lawyer near me in Chicago." We did this because ChatGPT doesn't have GPS access in most use cases, so we needed to give it location context the way a real user would.

We categorized every response into four buckets:

Named local business (ChatGPT mentioned at least one specific local business by name with enough detail to find them), named national brand only (mentioned a chain or franchise but no independent local business), generic advice (gave tips for choosing a provider but named nobody), or redirect (told the user to check Google, Yelp, or another directory).

Here's what we found.

The results: 1,000 queries, exposed

The headline number: 88% of "best near me" queries on ChatGPT failed to produce a single named local business.

Over half the time, ChatGPT responded with something like: "I'd suggest looking for a provider with strong reviews, proper licensing, and experience in your specific area. You can check Google Maps or Yelp for options near you."

That's not a recommendation. That's a search engine telling you to go use a different search engine.

What chatgpt actually said when it couldn't help

Here are real responses from our test, lightly trimmed for length.

Query: "best HVAC company near me in dallas"

"I don't have access to real-time location data, but here are some things to look for when choosing an HVAC company in Dallas: make sure they're licensed and insured in Texas, check reviews on Google and the BBB, ask about warranties on parts and labor, and get at least two or three estimates."

Query: "best hair salon near me in atlanta"

"There are many well-reviewed hair salons in Atlanta. I'd recommend checking Google Maps or Yelp for salons in your specific neighborhood, reading recent reviews, and looking for stylists who specialize in the type of service you need."

Query: "best personal injury attorney near me in phoenix"

"When looking for a personal injury attorney in Phoenix, consider factors like their trial experience, case results, client reviews, and whether they offer free consultations. Directories like Avvo and Martindale-Hubbell can help you compare attorneys in your area."

Three different industries. Three different cities. The same non-answer every time.

Now compare that to what happened when we asked about a category where AI actually had data to work with.

Query: "best project management software for small teams"

"Some of the best project management tools for small teams include Asana (great for task management), Monday.com (visual and flexible), Trello (simple Kanban boards), and Basecamp (straightforward and affordable). The right choice depends on your team size and workflow preferences."

Four named products. Clear reasoning for each. A useful answer. The difference is night and day.

Why "near me" queries fail on chatgpt

The reason is structural, and understanding it changes how you think about local marketing.

Google's "near me" results rely on real-time signals: your Google Business Profile, your proximity to the searcher, your review count and rating, and your local SEO setup. It's a live system that pulls data in the moment.

ChatGPT doesn't work that way. It generates responses based on patterns in its training data and (in newer versions) information it retrieves from the web. It doesn't have a local business index. It doesn't have a map. When someone asks for the "best plumber near me," ChatGPT has to rely on whether that plumber has been mentioned frequently enough, across enough trusted sources, with enough consistency, for the model to feel confident naming them.

Most local businesses don't meet that bar. Not because they're bad at what they do, but because their digital presence is built for Google's system, not AI's system. They have a Google Business Profile, maybe a website, some reviews. That's enough for Google Maps. It's not enough for ChatGPT.

This gap between Google visibility and AI visibility is the single biggest blind spot in local marketing right now.

The 12% that got named: what made them different

The 120 queries that did produce a named local business weren't random. When we looked at what those businesses had in common, three things stood out.

They had thick citation profiles. These businesses weren't just on Google and Yelp. They were mentioned in local news articles, industry directories, "best of" lists from local publications, community roundups, and sometimes Wikipedia or trade association sites. Their name appeared across 30, 50, or 100+ independent sources. That's the kind of repetition AI models notice.

They had content that matched the query pattern. Several of the businesses that got named had blog posts or resource pages on their website that directly answered the types of questions people ask AI. A dentist whose site had an article titled "How to Choose the Best Dentist in Miami" was essentially training AI to associate their name with that query. Content written to match how AI tools think is a completely different approach than content written for traditional SEO.

They had reviews distributed across multiple platforms. Not just Google. The businesses that showed up had reviews on Facebook, BBB, Healthgrades (for medical), Houzz (for home services), Avvo (for legal), and industry-specific directories. AI models don't weight Google reviews above all others the way Google's own algorithm does. They look at the overall pattern across the web.

Here's the part that should keep you up tonight

Let's make this concrete. Say you're an HVAC company in Dallas. You've spent three years building your Google presence. You've got 250 reviews, a 4.8 rating, and you rank in the top three of the local pack for "HVAC repair Dallas."

A homeowner's AC breaks on a Saturday afternoon in July. Five years ago, they would have Googled "HVAC repair near me," found you in the map pack, and called. That's the world your marketing was built for.

But today, a growing number of those homeowners open ChatGPT on their phone and type: "Who's the best HVAC company near me in Dallas? I need emergency repair."

And ChatGPT says: "I'd recommend checking Google reviews and making sure the company is licensed and insured."

You're not in the answer. Your 250 reviews don't matter here. Your Google ranking doesn't matter here. The homeowner sees that non-answer, maybe follows the suggestion to check Google, but now they're one extra step removed from you. Or maybe they ask Perplexity instead, and a competitor who invested in AI visibility shows up there.

Every time this happens, you lose a potential customer without ever knowing they existed. There's no analytics report that tells you "someone asked ChatGPT about your industry and you weren't mentioned." It's invisible loss. And it's happening right now, at increasing volume, across every local service industry.

This is a good time to find out where you actually stand. Run your free AI visibility audit at yazeo.com and find out where your business appears (and doesn't) across ChatGPT, Gemini, Perplexity, and every other major AI platform. Two minutes, real data. The gap between what you assume and what's actually happening tends to be uncomfortable.

What google's own AI overview does differently (and why it matters)

It's worth noting that Google's AI Overviews handle "near me" queries better than ChatGPT, because Google has the local business data that ChatGPT lacks. But here's the thing: even in AI Overviews, the businesses that get featured aren't always the same ones that rank in the traditional local pack.

Google's AI Overview pulls from a broader set of signals, including third-party mentions, published content authority, and entity consistency across the web. Sound familiar? Those are the same signals that matter for ChatGPT, Perplexity, Gemini, and every other AI tool.

The point isn't that Google is safe and ChatGPT is the only problem. The point is that AI-powered search, whether it comes from Google or OpenAI or anyone else, rewards a different kind of digital presence than what most local businesses have built.

What local businesses need to do now

If your business relies on "near me" traffic, your marketing needs to evolve beyond Google Business Profile optimization and review collection. Those still matter for traditional search. But they're not enough to get you into AI answers.

Here's what moves the needle for AI visibility in local markets:

Build citations on third-party sources that AI models actually index. Local news outlets, industry directories, "best of" lists, community blogs, and trade publications. The more places your business name appears with consistent, accurate information, the more likely AI tools are to recognize and recommend you.

Publish content that directly answers the questions people type into AI. Not keyword-stuffed blog posts. Genuine, specific answers to the queries your customers ask. "What should I look for in a [your service] in [your city]?" is a great starting point.

Get reviews on more than just Google. Diversify across platforms your industry uses. AI models don't have a single review source they trust. They look at the pattern.

Implement structured data on your website. Schema markup tells AI tools exactly what your business is, where you're located, and what services you offer, in a format they can read directly.

And do it before the rest of your market figures this out. Because the first movers in AI search optimization in any local market will be nearly impossible to displace once they've built that authority.

Key findings from our 1,000-query test

• 88% of "best near me" queries on ChatGPT produced zero named local businesses.
• Only 12% returned a specific local business recommendation.
• 51% of responses were generic advice with no actionable recommendation.
• Google rankings and reviews did not predict whether a business appeared in ChatGPT's answers.
• Citation depth across independent sources was the strongest signal among the 12% that did get named.
• The gap between Google visibility and AI visibility is the biggest blind spot in local marketing today.

Frequently asked questions

The math only gets worse from here

Every month, more people use AI tools to find businesses. Every month, the businesses that have built AI visibility get mentioned more often, which reinforces their position. And every month, the businesses that haven't started fall further behind a compounding curve they can't see in their analytics dashboard.

88% of "near me" queries returned nothing. That's not a warning about the future. That's a measurement of what's already happening today.

Run your free AI visibility audit at yazeo.com and find out exactly where your business stands across ChatGPT, Gemini, Perplexity, and every other major AI platform. The businesses in your market that figure this out first will own the AI recommendations for years. The question is whether that business is you, or someone who showed up while you were still waiting to see if this matters.