Research January 31, 2026 ยท 9 min read

We Tested 100 Local Businesses: How Many Show Up in AI Search?

Original research on AI visibility across restaurants, law firms, healthcare providers, and more.

May Chen

May Chen

Strategist, Geonauts

We wanted to know: when people ask AI for local business recommendations, who actually shows up?

So we tested it. 100 local businesses. 500 queries. Three AI platforms.

Methodology

๐Ÿ“Š Businesses Tested: 100

  • โ€ข 20 Restaurants
  • โ€ข 20 Law firms
  • โ€ข 20 Healthcare providers
  • โ€ข 20 Real estate agents
  • โ€ข 20 Home services

๐Ÿ” What We Measured

  • โ€ข Did the business appear?
  • โ€ข Primary or one of several?
  • โ€ข Was information accurate?
  • โ€ข Did AI cite a source?

Platforms: ChatGPT, Perplexity, Claude | Queries: 5 per category

The Big Finding

12%

of businesses appeared in AI recommendations

That means 88% of local businesses are completely invisible when potential customers ask AI for suggestions.

Visibility by Industry

Industry AI Visibility Rate Notes
๐Ÿฝ๏ธ Restaurants 18% Best performance (abundant review data)
โš–๏ธ Law Firms 14% Directory presence helps
๐Ÿฅ Healthcare 10% Healthgrades matters
๐Ÿ  Real Estate 8% Hyper-personal, hard to differentiate
๐Ÿ”ง Home Services 6% Huge opportunity (least competition)

What Separated Visible from Invisible

โญ Review Presence

Visible businesses: 127 avg reviews
Invisible businesses: 34 avg reviews

๐Ÿ“ฐ Press Mentions

Visible businesses: 73% had coverage
Invisible businesses: 12% had coverage

๐Ÿ“‹ NAP Consistency

Visible businesses: 8+ platforms consistent
Invisible businesses: 3 platforms consistent

๐ŸŒ Website Quality

Visible businesses had: clear service descriptions, location pages, FAQ content, and schema markup.

The Accuracy Problem

โš ๏ธ Even when businesses appeared, accuracy was an issue:

23%

had outdated info

31%

had incomplete info

15%

recommended closed businesses

What This Means for Your Business

If you're in the 88%, you're invisible. The good news: so is most of your competition.

โ†’ First-mover mindshare: AI recommendations tend to be sticky
โ†’ Lower competition: Easier to stand out when 88% aren't trying
โ†’ Compounding returns: Mentions lead to more mentions

Recommendations

1

Build review volume

Get to 100+ reviews on Google and relevant platforms

2

Get mentioned

Pursue local press, industry publications, "best of" lists

3

Fix information consistency

Audit and correct all directory listings

4

Create citable content

Publish guides, resources, and FAQ content on your site

No call required

Get Your Free AI Visibility Report

We'll check how you show up across ChatGPT, Perplexity, and Claude for 10 queries in your space.

Usually delivered within 24 hours.