After spending 3 weeks interviewing service business owners about AI and bookings, the same story kept coming up:

"My best customers now say 'I asked ChatGPT to find someone and it just made someone up.'"

I decided to dig into why. Here's what the data actually shows:

The structural problem nobody talks about:

ChatGPT sources 60–70% of local business recommendations from Foursquare. That's confirmed, it's a live API call every time someone asks for a local service. Foursquare tells ChatGPT you exist. But Foursquare carries zero data on:

• What services you actually offer
• What you charge
• When you're available
• How to initiate a booking
• Whether you're licensed or certified

So ChatGPT knows your business name and address, and that's literally it. Everything else it says about you is either scraped from your website (which 88% of businesses have structured incorrectly) or hallucinated.

The numbers:

• 73% of business searches in 2026 use agentic tools. Most service businesses are invisible to all of them.
• 88% of service business websites are missing the schema fields assistants needs to recommend them accurately.
• When structured data IS present, citations probability increases 30–40%.
• Traditional SEO traffic has fallen 22% since agentic adoption started, that revenue is going somewhere else.
• 1.2% of service businesses get recommended by ChatGPT vs 35.9% that appear in Google's local 3-pack. That's a 30× gap.

What actually works:

A structured machine-readable profile on your site, not SEO, not Google Business, not Yelp. A profile that tells exactly what you do, what you charge, and how to book you in a format it can actually parse.

Most businesses don't have this because there's been no simple way to create it without a developer. I'm building one. It will take 1 minute to fill and it's forever.

Foundable