Wrong name, address, prices, or services in an AI answer trace back to one of three source layers that AI answers are assembled from — your own site, third-party authority sources, and community discussion — and a GEO plan that puts all its effort into the site is covering only one of those three. This article walks through what each layer controls and what you can actually change in it.
Where AI's answer is actually coming from
Before fixing anything, it helps to know which layer the wrong detail is sitting in. A fuller breakdown of where AI's answers actually come from and why your site is only one of three sources explains the mechanism behind each layer in more depth. The sections below follow those three layers in turn — not in order of importance, just so you can match whichever layer the wrong answer is quoting.
Fixing your own site
Your site determines whether engines can identify you correctly: what you are, where you operate, what you charge. When an engine already knows about you from elsewhere and needs details, your site is what it quotes — but only if the details are stated quotably. This is the layer that's fast and fully in your control, so if the name, the description of what you do, or the service area is wrong, this is the place to state it in a plain sentence that can be lifted whole.
Organization structured data: matching markup to what's on the page
For most SME websites, three structured data types are enough: Organization, FAQPage, and ItemList. The Organization type is the one that carries your basics, and it has four fields worth getting right:
- name: your real registered or trading name, spelled the way you want AI to spell it
- url: your canonical domain
- description: one factual sentence (the answer-shaped formula — category, area, a real number — works here too)
- inLanguage: the language your site actually uses — machine-verifiable, so don't guess it
Every value in that markup must be a fact that also appears in your visible content, in the language of the page it sits on. A full walkthrough of the three structured data types most SMEs need and the ones to skip covers FAQPage and ItemList as well, if the wrong detail you're chasing lives there instead.
A possible source of wrong prices: stale markup
One possible source of a wrong price in an AI answer is Product schema with prices you don't keep current. Stale structured prices are worse than none: they get quoted after they've changed, and the AI ends up misquoting you with your own markup as the source. If prices look wrong in an AI answer, it's worth checking whether an old Product entry or an outdated pricing page is still sitting on your own site.
Third-party sources: profiles, directories, and the map card
Same name, same address, same phone everywhere — inconsistent basics read as unreliability to both machines and humans. The map cards AI shows for "near me" questions pull exclusively from Apple's and Google's merchant registries, and no amount of website optimization gets you onto that card — only the merchant profiles do. Claim both profiles — Google Business Profile and Apple Business Connect are both free — and then keep name, address and phone identical everywhere: profiles, website, directories, social pages, character-for-character. A detailed explanation of why website optimization can't get you onto the "near me" map card covers the mechanics of that registry.
Community discussion: when the wrong story is in a forum post
The compliant playbook here is: find out what's already being said — search your brand and its misspellings — participate openly as yourself where a genuine answer helps, and give happy customers easy reasons to mention you. The non-compliant playbook — buying posts, fake reviews — is a time bomb. This is the layer that's slow and low-control, but it carries the highest trust once it compounds honestly.
Where to fix, who can fix it, and how fast
| Layer | Where the fix happens | Who can make it | Speed and control |
|---|---|---|---|
| Your site | Visible page content and structured data | You, directly | Fast, fully in your control |
| Third-party authority sources | Google Business Profile, Apple Business Connect, directories, social pages | You, via each profile | Medium speed, moderate control |
| Community discussion | Forums and public conversation about your brand | You, participating as yourself; mostly shaped by others | Slow, low control, highest trust |
How long until the fix shows up
AI crawler behavior can change within days to weeks of fixing access, which you can see in your own server logs; movement in AI answer citations typically takes 2 to 8 weeks; and a brand-new domain needs roughly a 3-month observation period before citation numbers mean anything. Citation is probabilistic, so these are windows for movement, not guaranteed arrival dates — and this timeline is about whether your business gets cited at all, not a promise that the AI will have corrected the specific detail within that window. Honest timelines for how long it takes before AI engines mention a brand goes through what to expect inside each of those windows.
How to check it yourself
The check is simple and doesn't need any paid tool: monthly, forever, run the same set of real customer questions against the engines, record who gets mentioned, and compare to last month. Trend beats snapshot. Note that being mentioned and being cited as a source are two different things to track — a mention means your name came up in the answer; a citation means the engine pointed to your site or profile as where the detail came from. Watching the trend across months is what tells you whether the wrong detail is actually getting corrected, rather than reacting to any single week's answer.
FAQ
My business name is spelled wrong in AI answers — what can I fix on my own site?
Your site determines whether engines can identify you correctly, and it is the layer that's fast and fully in your control. In Organization structured data, the name field should carry your real registered or trading name, spelled the way you want AI to spell it — and the same spelling should appear in your visible content.
Can I get a wrong address fixed on the AI map card?
The map cards AI shows for "near me" questions pull exclusively from Apple's and Google's merchant registries — no amount of website optimization gets you onto that card, only the merchant profiles do. Claim both profiles, since Google Business Profile and Apple Business Connect are both free, and keep the address identical everywhere, character-for-character.
How long until changes show up in AI answers?
Movement in AI answer citations typically takes 2 to 8 weeks, and a brand-new domain needs roughly a 3-month observation period before citation numbers mean anything — but citation is probabilistic, so this is a window for movement, not a guaranteed date, and it's not a promise that the specific detail will be corrected within that window.