Claiming was step one; accuracy is the real job
Claiming your business in ChatGPT does not guarantee more visibility, so the real work starts afterward: making sure ChatGPT describes you correctly when it does mention you. If you have not claimed your profile yet, start with our guide, Businesses in ChatGPT: How to Claim Your Business Profile and What It Does. This article picks up where that one ends.
In its announcement of Businesses in ChatGPT on November 10, 2026, OpenAI said the program gives businesses a new way to connect with "the 1.2 billion people who use ChatGPT each week." But the OpenAI Help Center is clear that claiming "doesn't guarantee increased visibility or give you direct control over ChatGPT's independent recommendations." It also says ChatGPT may use other sources when answering questions about your business.
So your Business Hub profile is one input, not the whole picture. Your website, other listings and third-party coverage all feed the answer, and they should all say the same, accurate thing.
Confirm the blue check before you edit anything
Until Persona identity verification is approved and the blue check appears, you cannot publish changes, connect a product feed or see insights. Open Business Hub and look at your profile before planning any edits.
The Help Center says claiming a business "alone doesn't give its profile a verified badge"; the blue check appears only after your Persona verification is approved. It also notes that submitting information to Persona does not mean verification is approved, and that features requiring Persona stay unavailable until it is. If the check is missing, finish or follow up on Persona first. One more detail: if you use Persona to create a new profile, OpenAI's approval publishes it automatically, so have your details ready before you submit.
Treat edits with care. As our earlier article noted, published profiles are hard to remove. OpenAI Support says it cannot unpublish or hide a published profile as part of a setup or ownership request. OpenAI's Businesses in ChatGPT policy does let OpenAI remove a profile for violations, but that is enforcement, not an undo button.
Rewrite your description to say who you're for
AI engines almost always get your category right but often miss who you serve, so your description should state your ideal customer plainly. That is the main finding of a Search Engine Land study, "AI knows what your brand does, but not who it's for" (Emma Baker, November 5, 2026).
The study scored roughly 2,000 brand mentions of five dental practice management software brands across Google AI Overviews, Microsoft Copilot, Perplexity and ChatGPT. Category errors appeared in fewer than 1% of full brand descriptions. But a brand's best-fit customer was identified correctly in only 60% of scored responses. Curve Dental, which defines a narrow buyer, had its customer described correctly in roughly four of five practice-size answers. Brands serving a mix of buyers, the author wrote, "get whatever market segment is left over, or no clear segment at all." The study did not test fixes, but it offers a hint: the two ChatGPT answers that ranked CareStack first for large dental service organizations both quoted the company's own numbers, "5 to 500+ locations."
So write the description in Business Hub as if it will be quoted word for word. Name the type of customer, their size, where you serve them and the problem you solve. For example, a managed IT firm might write: "Managed IT for accounting and law firms with 10 to 75 staff, most with remote or hybrid teams." Use the same sentence on your website's home and about pages. Keep it true: OpenAI's policy says information "must truthfully represent the business," with no misleading claims about qualifications or likely results.
Fill the gaps before ChatGPT guesses
When information is missing, AI engines do not stay silent; they guess. Fill in every Business Hub field you can, keep your website's facts current, and publish at least the rule behind your pricing.
According to the Help Center, once verified you can update your website, business description, product or service category, logo, delivery policy and return policy, and add a cover photo and other optional details. OpenAI reviews changes before they appear, and updates can take time to reach answers. Hours are not one of those named fields, but OpenAI's policy says the information you provide must be kept current, including your "address or service area, hours, contact details, and products or services offered." Because ChatGPT also draws on other sources, the practical step is to keep hours current on your website and every other listing you control.
Pricing is where guessing does the most damage. Search Engine Land found that 34% of the outputs it scored contained at least one invented fact, and pricing was the biggest source: 223 mentions carried a price the researchers could not verify. The study's advice: "If you won't publish a number, publish the rule," for example that pricing is quote-based and depends on specific factors. Engines that found that kind of sentence repeated it. The same study lists implementation timelines, feature availability and customer counts as other details engines most often invent, so state those plainly too.
Connect a clean product feed, and make your proof quotable
If you sell products, connect a feed so ChatGPT has your real prices and availability. Whatever you sell, state your proof in plain sentences, because AI answers rarely carry it.
The Help Center says sellers can connect a Shopify feed, upload a CSV that follows OpenAI's product feed specification, or link to a hosted feed file. The spec asks for one row per item or variant and nine required fields, including price and availability. Availability must be an explicit value such as in_stock or out_of_stock (the specification uses those underscore literals); an empty or unrecognized value rejects the row. Update the feed when a sale starts or ends. The Help Center also notes that connecting a feed does not guarantee ChatGPT recommends your products. OpenAI documents only a product feed, with none for services, so if you sell services, your description, policies and website pages carry that load.
Proof is the weakest part of most AI answers. In the Search Engine Land study, half of all full brand descriptions included no proof at all, and only 14% earned full credit. Homepage stat blocks rarely made it into answers, while a one-line claim from a press release did. The author's advice is to put proof "in plain, quotable sentences on pages engines actually retrieve." Name real credentials, customer counts you can stand behind and recognized endorsements, and never fabricate any: OpenAI's policy bans fabricated reviews or endorsements and unsupported guarantees. The same plain-text approach helps on Google, as we covered in Google AI Overviews and Answer Engine Optimization.
Check how ChatGPT describes you every month
Accuracy drifts, so check it on a schedule. Review your Business Hub insights, rerun the questions your buyers ask, and give one person the job.
Insights in Business Hub cover the past 28 days, according to the Help Center. They include mentions, website clicks and discovery topics, which are common themes in answers that mentioned or cited your business, not individual prompts. For an online business, a mention counts only when ChatGPT references your website; the brand name alone does not count. A blank metric can mean activity has not reached the reporting threshold or data is still being collected. It does not necessarily mean zero.
Insights show volume, not accuracy, so test the answers directly. Search Engine Land suggests writing down your ground truth (category, ideal customer, value proposition, differentiators and proof) and comparing answers against it. Use the questions real buyers ask, run each more than once and repeat on a schedule: in the study, a brand's presence changed between runs of the same prompt a third of the time.
Finally, name an owner. As the study puts it, without a named owner AI representation "belongs to no one." Put a monthly review on one person's calendar and have them log what changed and what they fixed. We will look further at how AI is changing the way buyers find businesses in an upcoming article, "Your next customer might be a bot."
We can help you with that.
NTx AI Consulting works with owner-led and partner-led privately held businesses that are currently using AI tools in everyday workflows, or would like to be. The complimentary consultation is a working session, not a product demo. If a deeper engagement makes sense, Phase 1 is an AI Disruption Readiness Audit. You can learn more at https://ntx.ventures/ai-consulting/.
Sources
- announcement of Businesses in ChatGPT. https://openai.com/index/introducing-businesses-chatgpt
- OpenAI Help Center. https://help.openai.com/en/articles/20001635-setting-up-your-business-on-chatgpt
- Businesses in ChatGPT policy. https://openai.com/policies/businesses-in-chatgpt/
- "AI knows what your brand does, but not who it's for". https://searchengineland.com/ai-knows-what-your-brand-does-but-not-who-its-for-500556
- product feed specification. https://developers.openai.com/commerce/specs/file-upload/products