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The Business Facts AI Must Agree On
Six business facts must agree everywhere AI systems look: your name and domain, category, address or service area, phone and hours, what you offer and don't, and the evidence behind any claim that you're better. Your website, Google Business Profile, directory listings and structured data should state each one the same way.
Picture a fictional HVAC company, Northstar Heating & Air. Its website says "Northstar Heating & Air." Its Google profile says "Northstar HVAC LLC." A directory from 2019 lists "North Star Heating" at the address it left two years ago, with a call-tracking number that now rings nowhere. A person can work out that these are one business. An AI system assembling a short list has to decide whether they are one business, three, or one that has closed.
Most of what decides that comes down to about six facts. This article lists them, explains why each one drifts, and gives an order for fixing them.
Do more directory listings help my business show up in AI answers?
Not by themselves: ten copied listings can repeat the same mistake, while one current, credible source that agrees with your website is stronger evidence.
What happens when my listings disagree with each other?
AI systems have to choose between versions of your business, and they may pick the old address or the closed listing, so fix contradictions before you add new mentions.
A contradictory listing is more expensive than a missing one. Volume does not repair a wrong address. The useful outcome looks ordinary: the same name, the same domain, and the same service area on every profile that matters.
What business information should AI be able to read?
The facts customers decide on: services, exclusions, locations or service area, contact routes, hours and key policies, not a copy of your whole website.
What should my site say about services I don't offer?
State them plainly, because many wrong answers are confident guesses beyond your published facts, and a clear limit stops that. When a question goes past the approved list, the useful reply is that the answer is not confirmed yet and how to reach a person. A draft fact stays private until the owner approves it, and the public page and the machine-readable file should say the same thing.
Which facts actually matter?
Six facts do most of the work: name and domain, category, location or service area, phone and hours, what you offer (and don't), and the evidence behind any claim that you're better. Everything else on your site is useful, but these are the ones customers and answer engines need before they can pick you. Category and service area in particular decide which short lists you're even considered for, as How Answer Engines Build a Local Shortlist explains.
| Fact | Where it usually drifts | Example of drift |
|---|---|---|
| Name and domain | Rebrands, legal names, old domains | "Northstar HVAC LLC" vs "Northstar Heating & Air" |
| Category | Directory defaults | "Contractor" instead of "HVAC contractor" |
| Address or service area | Moves, mailing addresses | Old storefront still listed after a move |
| Phone and hours | Tracking numbers, seasons | Holiday hours never cleared |
| Offerings and limits | Copy rewrites | Site stopped offering commercial work; listings still say it does |
| Differentiators | Marketing copy | "Licensed" with no license type or state |
Does my business name need to match everywhere online?
Yes. Use one canonical business name and one primary domain everywhere, because variations that don't clearly connect make it harder for AI systems to tell they're the same business. Google's name guidelines say your name "should reflect your business's real-world name, as used consistently on your storefront, website, stationery, and as known to customers."
The hard cases are the ones that look harmless:
- After a rebrand, the old name lives on in directories for years. Say on your About page that "Northstar Heating & Air was formerly North Star Heating," so the link between the two is published rather than guessed.
- Legal name vs trading name. Put the LLC name in your footer or terms if you need it there, but don't use it as the listing name.
- Two businesses with similar names in the same metro. Your domain, phone and street address are what separate you. Make sure all three appear together on your site.
To tie your profiles to one entity in markup, schema.org's sameAs property lists the "URL of a reference Web page that unambiguously indicates the item's identity", such as your Google, Yelp or Facebook pages.
What address should a service-area business show online?
Show your current address in one consistent format if customers visit you; if they don't, publish the area you serve and use that same list everywhere. Google's own rule for service-area businesses is to remove the address from the Business Profile when you don't serve customers there, and keep one profile with a designated service area (Google guidelines).
Problems usually come from a mailing address that looks like a storefront, a headquarters address with no explanation of where you actually work, or a long list of distant cities added for reach. Each one makes an answer engine guess whether you can serve a request. Listing fewer areas gives fewer nominal matches, but the matches you do get are ones you can deliver.
Why does AI show the wrong hours or phone number for my business?
Usually because an old or conflicting version is still published somewhere (an old listing, page or profile), and those details change often, so they're the most likely to drift. Seasonal hours change. A call-tracking number replaces the main line on one listing. Each department has its own email address. Profiles go untouched after the website is updated.
The fix is a habit, not a project. Whoever changes hours on the website should have a short list of the other places to change them the same day: Google, Bing, Apple, Yelp and any industry directory you rely on. Keep your main phone number on every listing and use tracking numbers only in ads, where they belong.
How do I make my business information easy for AI to read?
Put the facts buyers ask about (what you do, who you serve, where, and how to contact you) in plain page text rather than images, and make your structured data say the same thing.
Three checks catch most problems:
- Is it text? An address that only appears inside a map image, or services listed only in a graphic, can't be read as text. Retype them as plain sentences.
- Does it load without scripts? If your service list appears only after JavaScript runs, some crawlers never see it.
- Does the markup match the page? Structured data gives "explicit clues about the meaning of a page", but Google's structured data guidelines say: "Don't mark up content that is not visible to readers of the page." If your JSON-LD lists a phone number the page doesn't show, or an old name, you've published a second version of your business.
A minimal LocalBusiness block that matches its page looks like this:
{
"@context": "https://schema.org",
"@type": "HVACBusiness",
"name": "Northstar Heating & Air",
"url": "https://northstar-example.com/",
"telephone": "+1-555-010-0199",
"areaServed": ["Plano", "Allen", "Frisco"],
"sameAs": ["https://www.example-directory.com/northstar-heating-air"]
}Every value in it should also appear somewhere a visitor can read.
Should I fix my website or my listings first?
Fix your website first: retire duplicate and outdated pages, keep one canonical URL per topic and date your key details, then work on outside listings and citations. Your site is the one source you fully control, so it should be the reference everything else is checked against.
- One URL per topic. Old landing pages and near-duplicate service pages split your signals. Google explains that a canonical URL lets search engines "consolidate the signals they have for the individual URLs... into a single, preferred URL" (Google on canonical URLs).
- Headings that say what's on the page. "Water heater repair in Plano" beats "Our Promise" as a section heading, for people and machines alike.
- Honest dates. Mark when hours, prices or policies were last updated. It helps a reader trust that the current version is current, and you don't need to re-date pages that haven't changed.
Then fix listings, starting with the ones customers actually use in your market. What an AI-Ready Local Business Profile Needs covers the profile fields in detail.
Does a claim on my own website count as proof?
No. Your website says what you claim; independent sources such as reviews, licensing boards, industry associations and local press are what back it up. Both matter, but they do different jobs, and one can't stand in for the other.
A checkable claim beats a flattering one, and that changes how a local business writes differentiators. "Trusted, experienced, customer-focused" can't be checked, and every competitor says it. "Licensed by the Texas Department of Licensing and Regulation, license no. [number]" can be checked against the state's site. "Fifteen years in Plano" can be matched against your listing history. Write the claim so an outside source can confirm it, then make sure that source exists and names you the same way.
The edge cases are mostly about matching the right business. A review profile for a different branch, a directory page for a similarly named company in another state, or a credential that belongs to one technician rather than the company aren't evidence for you. Check that the name, domain, phone and location match before you count any outside source as support.
Who should keep these facts up to date?
One named person should approve them, and nothing should go public until they do. A scanner or a model can find candidate facts on your pages and flag contradictions, but it can't decide that a service it inferred, or an old phone number, is the official record.
A workable process looks like this:
- Keep a short list of approved facts: the six in the table above, plus clear limits (for example "no commercial work" or "quotes require an on-site visit").
- When something changes, edit the list first, then the website, then the listings.
- Treat "unknown" as a valid answer. If you haven't confirmed whether you service a brand of equipment, don't let any page or tool imply that you do.
On the Core plan, Runexus Site Agent follows this model: it publishes a machine-readable version of facts you've approved, and draft changes stay private until you publish them. Whatever tool you use, the habit matters more than the software. Keep six facts accurate, keep them identical everywhere, and keep one person accountable for them.
You can see how your own site does on these checks with a free quick snapshot. Try the free scan to see which of those facts your public site already states.