Accuracy

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

A wrong answer costs you a customer who never calls to check. Eidomai reads what the engines say about you, catches it, and gets the correction sent. You stop wondering what they are telling people.

Free AI check Free. ChatGPT and Claude. No call required.
The short version. Flip it and we show our work: the method, the numbers, the sources. Site-wide, or one section at a time.
Gemini
Q: About a flat fee residential real estate brokerage
“[The company] is a technology platform designed to modernize and improve student transportation services, primarily for K-12 schools and school bus operators.”
A flat fee residential real estate brokerage. Real answer, names removed. From the wrong-answers library.

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.

What we catch

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

Every month, every fact the engines state about you is checked against what you told us is true.

See 29 real wrong answers, in the engines’ own words
Accuracy3 wrong claims
Gemini · Sept 8Source: 2022 directory

“They do not currently accept Medicare and operate from a single location.”

Correct at source
Copilot · Sept 9Source: old services page

“Northshore offers aquatic therapy at its Encinitas clinic.”

Correct at source

Sample dataNorthshore Physical Therapy is fictional.

the July 2026 audit numbers, the audit specified, and how the engines get it wrong by category
Understood, not just named

Named, but described as the business you used to be.

A business that changes what it does keeps its old identity in the answers for months. Old profile pages, old press and old listings keep teaching the engines who you were. We check whether AI describes what you do now, and every claim gets one of four verdicts.

Understood as34 answers name you
88%entity accuracy
describe what you do now
CurrentSports and post-surgical PT, Encinitas and Carlsbad30
LegacySingle-clinic sports rehab, Coast Highway4

Legacy answers cite the 2022 directory listing. Outdated, not wrong.

Sample dataNorthshore Physical Therapy is fictional.

Correct

Matches the fact sheet you confirmed.

Incorrect

Never true. Traced to the page that taught it, and corrected there.

Outdated

True of the old business, not the current one. Usually an old page that needs a redirect or an update.

Unverifiable

Nothing on the sheet confirms or rules it out. We ask you before anything is said.

how entity accuracy is scored, and why an old page can keep an old identity alive
How a correction happens

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

We find the page that taught the engine the wrong fact, send the correction there, and 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.

the four audit steps, what happens when no source is cited, and how this one wrong answer was handled
The library

What the engines get wrong, in their own words.

29 real wrong answers, quoted word for word, with what is actually true beside each one. Free, no signup.

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 it is, how it differs from sentiment monitoring, how a correction reaches an engine, and how often claims are checked.

the questions, answered

Find out what AI gets wrong about you.

Free check on ChatGPT and Claude, results by email, no call required.

Free AI check Free. No call required. You keep the results.

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