You spend thousands on your website. You optimize for Google. You manage your Yelp reviews. But have you ever asked ChatGPT what it thinks about your business?
We did. And for most businesses, the answer is uncomfortable.
We Asked 4 AI Models About 50 Local Businesses
Over the past month, we ran a simple experiment. We took 50 local service businesses — dentists, law firms, financial advisors, restaurants — and asked four major AI assistants about each one:
- ChatGPT (OpenAI)
- Gemini (Google)
- Claude (Anthropic)
- Perplexity
We asked straightforward questions. Things like “Tell me about [business name],” “Who’s the best dentist in [city]?”, and “What services does [business name] offer?”
Then we compared the AI responses to what each business actually does.
What We Found
The results fell into three categories, and none of them were great.
Invisible (38% of businesses). The AI had nothing meaningful to say. It either didn’t mention the business at all or gave a vague, generic response that could apply to anyone. These businesses have effectively zero AI visibility.
Misrepresented (34% of businesses). The AI knew the business existed but got important details wrong. Wrong services listed. Outdated locations. Confused with a competitor down the street. One dental practice was described as “permanently closed” by Perplexity — it’s been open for 12 years.
Reasonably Accurate (28% of businesses). The AI got the basics right. Name, location, core services. But even in this group, no business was described perfectly across all four models. Every single one had at least one model saying something inaccurate.
Why This Matters More Than You Think
Here’s the shift that most business owners haven’t caught up to yet: people are increasingly asking AI instead of searching Google.
When someone asks ChatGPT “Who’s the best personal injury lawyer in Denver?” — ChatGPT doesn’t show ten blue links. It gives a direct answer. It names specific firms. And if your firm isn’t named, or worse, if a competitor is named and you’re not, you’ve lost that potential client before they ever visited your website.
This isn’t theoretical. It’s happening right now, millions of times per day.
The Four Models Don’t Agree With Each Other
One of the most surprising findings was how much the models disagree. A business that scores well on ChatGPT might be completely invisible on Gemini. A firm that Claude describes accurately might be confused with a competitor by Perplexity.
This means you can’t just check one model and assume you’re covered. Each AI pulls from different data sources, weighs different signals, and constructs its understanding of your business independently.
What Determines Your AI Visibility?
AI models don’t use the same ranking signals as Google. Your SEO might be perfect and your AI visibility could still be terrible. From our analysis, the factors that matter most include:
Consistent entity information across the web. If your business name, address, and services are described the same way across your website, directories, and third-party sources, AI models are more likely to get it right.
Structured data on your website. Schema markup helps AI models parse your business information accurately. Most local businesses don’t have it.
Authoritative third-party mentions. AI models weigh mentions on established platforms — industry directories, review sites, news coverage — more heavily than your own website content.
Recency of information. Models trained on older data may describe your business as it existed years ago, not as it exists today.
How to Check What AI Says About You
You can do a quick manual check right now. Open ChatGPT, Gemini, Claude, and Perplexity. Ask each one:
- “Tell me about [your business name]”
- “What services does [your business name] offer?”
- “Who’s the best [your service] in [your city]?”
Compare the responses to reality. You’ll likely find at least one model that gets something wrong — or doesn’t mention you at all.
A More Systematic Approach
A manual check gives you a snapshot, but it doesn’t quantify the problem or tell you what to fix first. That’s why we built the AI Clarity Index.
The AI Clarity Index audits your business across all four major AI models, scoring your visibility on a 0–100 scale across six metrics. It tells you exactly where you’re strong, where you’re vulnerable, and what to fix first.
The free preview report takes two minutes and shows your composite score immediately.
Get Your Free Preview Report →
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