AI Discoverability

What happens when your business details disagree across the web?

An assistant that finds two phone numbers for you has to pick one, hedge, or leave you out, and none of those is in your control.

A bakery that moved across town two years ago can still be sending customers to the old door, because the web does not forget an address just because the owner did. The new address is on the website. The old one is on a directory, a wedding blog's vendor list and a chamber of commerce page. A person can usually tell which is current. An assistant reading three of those pages at once has no such certainty.

Where your details actually live

Your facts are not stored in one place that you control. Google's own explanation of how it sources Business Profile information lists crawled web content "(e.g., information from a business' official website)", "licensed data from third parties", and users who contribute facts "such as addresses and phone numbers." Google also documents that it may update your profile when other sources report your information is incorrect or outdated, shows those changes in blue in the profile editor, and says "you can't manage all Google updates through your Business Profile."

So a stale directory entry is not just a stale directory entry. It is one of the inputs that can change what Google shows, and it is also a page an AI assistant may read directly when it searches for you.

What an assistant does with two answers

No AI company publishes the rule its assistant uses to settle a conflict between two sources about a small business, so we will not pretend to know it. What you can observe in answers falls into three patterns:

It picks one. Sometimes the right one, sometimes the old one.
It hedges. "Hours may vary, so it is best to call ahead." Accurate, and much weaker than a clear answer.
It moves on. Another business with one consistent set of facts is simply easier to state with confidence.

All three cost you, and all three come from the same cause. This is why consistent details are a core part of AI discoverability rather than housekeeping: they decide whether the facts about you can be stated at all. The lexicon entries on entity SEO and the knowledge graph explain how systems try to join mentions into one business.

Six details that drift

Name

"Thousand Oaks Family Law," "TO Family Law Group," "Thousand Oaks Family Law, APC." Three strings, one firm, and a machine has to decide they are the same.

Address and suite

A missing suite number, an old office, or "Street" on one listing and "St." with a different unit on another.

Phone

A tracking number from an old ad campaign that is still on a directory, or a former owner's mobile.

Hours

Holiday hours added in one place and never removed, or summer hours that stayed all year.

Website address

Listings pointing at an old domain, a page that no longer exists, or a social profile instead of the site.

A one afternoon audit

Write the reference sheet first. One document with the correct name, address, phone, hours, main category and website, spelled exactly as you want them everywhere.
Check your own site against it. Every page: the footer, the contact page, the About page, and any structured data. Google's structured data guidelines require markup to be "a true representation of the page content," so markup carrying an old phone number is a mismatch in its own right. The structured data entry explains the markup itself.
Check your Google Business Profile, including any information shown in blue as a Google update, and accept or correct it.
Search for your old details. Put your previous phone number, old street address or former name in quotation marks and search. Every result is a listing to fix.
Then work outward: the biggest directories and review sites in your category, then local associations, then old press mentions, where a polite correction request is the place to start.

Fix in that order because your website and profile are the sources you control most directly, and a correction request to a directory is easier to support when your own site plainly shows the right answer. Keep the reference sheet, and update it the day anything changes, before you touch a single listing.

The reference sheet is also the source for your one clear summary sentence, covered in name, city and service in one sentence. For the wider picture of how consistency fits with every other signal, see the AI discoverability guide, and run the free AIOInsights check to see how your site's own identity signals read today.

Questions

Why do different business hours or addresses online hurt AI answers?

When a business's hours, address, phone number or name differ between its website, its Google Business Profile and directory listings, an AI assistant reading those pages has conflicting facts about the same business. It may repeat the wrong one, hedge by telling the customer to call ahead, or skip the business in favor of one whose details agree everywhere.

How does a business owner fix inconsistent listings?

A business owner fixes inconsistent listings by writing one reference sheet of the correct name, address, phone number, hours, category and website, then correcting sources in order: the business website first, then the Google Business Profile, then the largest directories and review sites, then smaller listings and old articles. Searching for an old phone number in quotation marks finds the listings that still carry it.

More on AI discoverability

This page is part of AI Discoverability, the AIOInsights guide to whether AI systems can find, read and name a business.

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