We Let an AI Write Local Business Sites. It Invented Prices.
We can't vouch for the exact number in the query, but our data shows the same failure mode. We audited 868 local business sites and found 56.7% have no way to book or request anything. When a business has no website (36.2% of scraped businesses have none), an AI has nothing to ground a price on. So yes, it invents.
- AI price invention is a real failure mode, not a rounding error.
- We audited 868 local business sites: 56.7% have no booking or request function.
- 36.2% of scraped local businesses have no website at all.
- 64.7% of scraped businesses fail a liveness test (fewer than 2 reviews in 60 days).
- Without structured data, an LLM has no source for a price quote.
Why do AI assistants invent prices for local businesses?
According to MaxAEO, "AI wrong pricing is when an AI assistant states a price for your product that is outdated, invented, mis-scoped, or borrowed from the wrong source." Local businesses are especially exposed because the AI often has almost nothing to go on.
What our audit adds to the AI wrong-pricing discussion
The MaxAEO and LocaliQ pieces describe the problem and the fix in theory. Our site-facts audit adds a measurement: 868 sites reviewed, 56.7% with no booking path, 36.2% of scraped businesses with no website, and 64.7% failing a liveness test. That is the hole in the local data supply chain. Until a local business gives an AI clear operational signals, price invention is the predictable outcome.
What does our own data show?
| Metric | Value |
|---|---|
| Local businesses scraped and profiled | 5860 |
| Share with no website | 36.2% |
| Small-business websites audited | 868 |
| Share with no booking path | 56.7% |
| Median design quality score | 7 out of 10 |
| Failed liveness test | 64.7% |
Can a local business stop AI from inventing its prices?
LocaliQ points out that "AI Overviews reward clarity. Businesses that clearly explain what they offer, how pricing works, who delivers the service, and what happens next tend to show up more often." That applies to any AI assistant, not just Google's.
In our data, only 2.3% of scraped local businesses already take bookings online, and 10% of reviewed sites needed no work. The rest give an AI ambiguous or missing signals about what they charge and how to buy.
Common questions
Is this the same as AI hallucination?
Not really. AI wrong pricing is a specific, high-intent failure mode where a price is misstated. A wrong founding year is embarrassing; a wrong price changes whether a prospect shortlists you.
Do you have a pricing-accuracy metric?
No, and we don't claim one. Our audit measures infrastructure: 56.7% of sites lack booking, and 36.2% of businesses have no website. That absence is what makes price invention likely.
How many sites did you audit?
We opened and reviewed 868 small-business websites with a vision model. Booking status was available for 839 of them.
What should a local business do first?
Make sure your website exists and states your price or a clear 'request a quote' path. Our data shows 36.2% of scraped businesses have no website at all.
Sources
- AI Wrong Pricing: Get Your Price Quoted Accurately in AI Answers - MaxAEO Blog — maxaeo.ai (2026-08-17)
- How AI Overviews Impact Local Businesses (+How to Get Cited) | LocaliQ — localiq.com (2026-08-17)