AI discovery is what happens when a customer uses an AI answer to find, compare, or judge a business. If someone asks ChatGPT for a heat-pump installer, uses Google AI Mode to compare clinics, or asks Perplexity which accountant suits a new restaurant, part of the buying decision is happening before the customer reaches a website.
A customer may meet your business inside the answer
Picture a homeowner in Riverview with an ageing oil furnace. Instead of searching a short phrase and opening six tabs, she asks an AI tool which nearby companies install cold-climate heat pumps, handle the electrical work, and explain available rebates. The answer may name several contractors, summarize their services, point out differences, and link to a few pages.
If your company appears, the customer has already learned something about you. If it is missing, inaccurately described, or presented for the wrong service area, the decision can move on without a visit to your site. That is the discovery gap this work is meant to examine.
It does not replace word of mouth, maps, reviews, or ordinary search. People move between all of them. AI discovery is one more place where a customer can narrow the options.
A mention is only the first rung
Business owners often ask whether ChatGPT knows their company. Recognition is useful, but it is a weak test on its own. A business can be named and still be described with last year's hours, assigned to the wrong town, or mentioned as an option for work it no longer offers.
It helps to separate four outcomes. A mention means the name appears. A citation means the answer links to a page connected with the claim. A recommendation means the business is presented as a sensible option for the customer's need. Accuracy means the important details agree with what the business can verify. Those outcomes can occur together, but they don't always.
For a local owner, the valuable result is usually quite specific: the right customer sees the business as a credible fit for the right service in the right place. A flattering mention outside the service area may create noise, not revenue.
The answer can draw on more than your website
The evidence visible to an AI product varies. OpenAI says ChatGPT can search the web, rewrite a question into targeted searches, and show citations or a source panel. Google says its AI search features use pages from the Search index and may run related searches to build a response. Other products expose their sources in different ways.
Your website is still the best place to state what you do, where you work, and what a customer should expect. It is not the only place a customer or search product can encounter those facts. Business profiles, professional registers, association pages, local reporting, booking platforms, and legitimate reviews may carry pieces of the same public record.
That is why publishing another broad blog post is rarely the first move. The problem may be an old directory listing, a vague service page, a missing qualification, or a real mismatch between the question and the work you accept.
What you can inspect without guessing
You cannot see every internal signal behind an answer, and a visible citation is not a complete explanation of why a business was chosen. You can still collect useful evidence. Ask realistic questions, save the full responses, open the sources that are shown, and compare the business facts with what customers can verify elsewhere.
Start with a small set of questions tied to actual sales. A general contractor might test kitchen renovations, accessible bathroom work, service area, project size, and the proof a homeowner would want before requesting an estimate. A dental clinic would need a different set. The questions should sound like customers, not like a marketing report.
- Does the business appear for work it genuinely wants?
- Is its role clear, or is it only named in passing?
- Are the service, location, hours, and qualifications accurate?
- Which competitors recur, and do they actually serve the same need?
- Which visible pages support the answer?
Use the result to make one better decision
An audit is worthwhile when it changes a decision. If the same old address appears in several answers, correct the important public records. If competitors explain a specialized service more clearly, improve the page that should answer the customer's concern. If your business is absent from a town it does not serve, leave it alone.
After a meaningful correction has had time to be found, repeat the original questions under similar conditions. Look for direction across several observations, not a perfect screenshot. AI answers can change between runs, so a single win or loss should not carry the whole conclusion.
The aim is modest and commercial: make the business easier to identify, understand, and verify when a customer is deciding whom to call.

Written by Tristan Michel