Accuracy

Sometimes AI does not overlook you. It gets you wrong.

Monitoring tools count mentions. Eidomai reads them. When an engine says you do not take new patients, or lists a service you stopped offering in 2023, that answer costs you a customer who never calls to check.

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The short version. Flip it and we show our work: the method, the numbers, the sources. Site-wide, or one section at a time.
Google AI Overview
Q: About a hospice and home health organization
[The company] provides residential and commercial home services, including the sale, rental, repair, and maintenance of HVAC equipment (furnaces, air conditioners, heat pumps), water heaters, and water treatment systems.
A hospice and home health organization. Real answer, names removed. From the wrong-answers library.

Furnaces, not hospice. Google answered a branded question about a hospice provider with a different company’s business. Someone searching for end of life care was shown a home services company.

What we catch

Wrong services. Wrong locations. People who do not exist.

Every month we ask each engine about you by name and check every fact it states against what you told us is true. Not whether the answer sounded friendly. Whether it was true. A person at Eidomai reads every one.

Aggregate audit finding398claims checked in July 2026, one answer at a time
Aggregate audit finding48came back flatly wrong, every one with a plan to correct it
Aggregate audit finding18businesses measured, across the engines
See 29 real wrong answers, in the engines’ own words
the audit, specified, and how the engines get it wrong by category
How a correction happens

You cannot edit an engine. You can change what it reads.

Behind many wrong claims is a page the engine read: a stale directory, an old press mention, a page on your own site that was true in 2021. When the engine cites that page, we send the correction there. When it cites nothing, we say the source is unknown and start with your own site. Then we ask the engine again next month.

A patient asks Gemini
“Does Northshore PT take Medicare?”
Two claims wrong
“They do not currently accept Medicare and operate from a single location on Coast Highway.”
What is true, and where the engine got it
Medicare accepted since January 2025. A second location opened in Carlsbad in March. The engine read a directory listing from 2022.
What happens next
The correction goes to that directory. The same question is asked again in 30 days, and you see whether it moved.

Sample data. Northshore Physical Therapy is fictional. This is what the Accuracy tab on your screen shows for your business.

the four audit steps, and how this one wrong answer was handled
The library

What the engines get wrong, in their own words.

29 real wrong answers from the July 2026 audits, anonymized and quoted word for word, with what is actually true beside each one. Free, no signup, nothing held back.

A flat fee residential real estate brokerage
What Gemini said
[The company] is a technology platform designed to modernize and improve student transportation services, primarily for K-12 schools and school bus operators.
What is true

Every word wrong. A buyer asking which brokerage to use was told this business drives children to school. The same answer went on to describe real-time bus tracking and route optimization.

A childcare center with two San Diego locations
What Gemini said
The [childcare center] in San Diego is a special philanthropic program run by [a children’s hospital foundation].
What is true

Not a school in sight. It is a locally owned childcare provider. Parents looking for daycare were pointed at a donation page instead of a tour.

Questions

Asked about the accuracy layer.

What is the accuracy layer?

A monthly audit of the factual claims the AI engines make about your business in the answers we sample (your question panel, eight engines, asked by name): services, locations, staff, insurance, hours, prices. Each claim is judged against a fact sheet you confirmed, and every wrong claim gets a correction plan tied to the source the engine cited.

How is that different from monitoring sentiment?

Sentiment tells you whether an answer sounded friendly. Accuracy tells you whether it was true. An engine can warmly and confidently tell a patient you do not take Medicare when you do. That scores as positive sentiment and costs you a patient.

How do you correct an engine?

You cannot edit an engine. You can change what it reads. We trace the wrong claim to the page the engine cited, draft the correction for that source (your own site, your Google Business Profile, a directory, an association page), request the update, and re-measure after the next index.

How often are claims checked?

Monthly in the audit, with a weekly watchdog on Done for you that catches new claims between audits.

Is the wrong-answers library real?

Yes. Every entry is a real "incorrect" verdict from the July 2026 audits, quoted word for word with names removed. 398 claims were checked and 48 came back wrong.

Find out what AI gets wrong about you.

Free check on ChatGPT and Claude. Confirm your email, get a link to your results; no call required. Want the full eight-engine walkthrough? Book a demo and it is ready before the call. On Done for you a person reads every claim in the sampled answers against your facts.

See what AI says about my business Free check: two engines, results by email, no call required. Demo: the full eight-engine map, ready before the call. You keep the results either way.

It starts with an eye. It ends with AI. Eidomai, by Nimbletoad.