described the company correctly or with one error
Free report · no account
Ask fifteen models
what they know about you.
Buyers no longer start at a search box. They ask a model, and the model answers from memory. This report asks fifteen of them six questions about your company and sends you what they actually said, quote by quote.
Request your reportSix questions · fifteen models · about five minutes
We ran it on ourselves first
Five of fifteen models
knew who we were.
Sealmetrics is a company with customers, a decade of history and a name that ten of those models attached to somebody else — industrial seals, water metering, call tracking. Not one of the eleven that answered a purchase question recommended us. We publish the numbers because the report is only worth something if it is allowed to say this.
recommended it when asked for a tool like ours, without naming anyone
factual errors serious enough to correct at the source
What the six questions ask
The answers a buyer gets
before they reach you.
Each question maps to a moment in a real conversation. The report keeps every answer whole, so you read what the model said rather than a score standing in for it.
Who you are
What the model says your company does, in its own words.
What it praises and criticises
The advantages and objections it repeats without being prompted.
Who it recommends
Ask for a tool like yours without naming anyone. See who it names.
How it reads your sector
The trends and shifts it believes are happening in your category.
Your alternatives
Who it puts in your place when someone asks for another option.
You against a competitor
How it frames the difference when the two names are side by side.
What it does not measure
Stated plainly,
so the number means something.
- Not what ChatGPT answers with browsing on. That is a live search result, not model memory, and it moves for different reasons.
- Not a visibility score. Every figure in the report carries its denominator — five of fifteen, zero of eleven — because a score with no denominator is a number nobody can check.
- Not a ranking against competitors. It counts how often each name appears in the answers you get, in one run, and says so.
- Not a person. The report covers companies, products and brands.
What you do with it
The errors are the part
you can actually fix.
A model that confuses your company with another one is reading the sources that exist. The report ends with the corrections worth making at the source, in the order that changes the next edition. How Sealmetrics measures what search sends you
Questions before you ask for one
Frequently asked questions
Is this the same as tracking what ChatGPT says with search enabled?
No, and the difference matters. This measures what a model knows from training, with web search switched off. It is the layer underneath: when a model has no source at hand, or when a tool calls the API without search, this is the answer it falls back on. What a user sees in ChatGPT with browsing is a different measurement.
Which models answer the questions?
Fifteen: twelve open models served from European infrastructure, plus GPT-5.6, Claude Sonnet 5 and Claude Opus 5. Each one gets the same six questions, one run each, at the same output budget. The report names every model beside its answer.
Who decides whether a model got my company right?
A model does, and the report says so on the page. It reads the six answers for each model and assigns one of four states: correct, partial, confuses it with someone else, or no usable answer. Nothing in the report is a human verdict, and none of it is presented as one.
What does the report cost?
Nothing. It runs on Enroutia, the model routing platform behind it, and the inference is paid for by Sealmetrics. There is no card, no trial and no account to open.
Can I ask about a company that is not mine?
Yes for a company, a product or a competitor. No for a person: the report is about organisations, and asking fifteen models what they believe about a named individual is a different problem with a different answer.
How often does the answer change?
Every time a model ships a new version, and slowly in between. A brand that publishes a citable company page and gets its facts into the sources models train on can look different in the next edition. That is the point of measuring it.
It takes five minutes
and one email.
You will get the report as a page you can open, keep and forward. If it says nothing is wrong, that is also an answer worth having in writing.