How to Make a Brand’s Information Consistent Across AI-Visible Sources

Why does consistency matter to AI answers?

Assistants rarely rely on one source. For a question like "How much does [brand] cost and does it integrate with Xero?", an assistant may read your pricing page, a review platform profile, a comparison article and a marketplace listing. G2's analysis of 13.6 million AI answers found product descriptions in answers closely tracked what G2 profiles said. Your profiles on other sites are, in effect, part of your website as far as assistants are concerned.

Inconsistency causes three kinds of harm:

• Wrong facts, such as an old price, a closed location or a discontinued feature, repeated as current.
• Vague answers, where the assistant avoids stating a fact because sources conflict.
• Wrong category, where profiles describe you differently and the assistant places you in the wrong market.

Which sources should you keep consistent?

Set priorities by what assistants actually cite. Run your main questions, list the cited domains, and start with the ones that appear most.

What belongs in the master fact sheet?

Keep one internal document, owned by a named person, with the approved version of each fact:

• Names: legal name, trading name, product names and any former names.
• Description: one plain sentence, plus a 50-word and a 150-word version for profiles with different length limits.
• Category and audience: the category words you want to be known by, and the customers you serve.
• Locations and service areas, with full addresses and opening hours.
• Contact details: main phone number, email and website address.
• Products and plans: names, prices, what each includes, and limits.
• Key features and integrations, stated plainly.
• Credentials: certifications, licences, awards with years.
• Company facts: founding year, leadership, headcount range, ownership.
• Official profile links for every platform.

Record internally when each fact last changed and which sources carry it. That turns every future update into a checklist.

How should brands keep their facts consistent across G2, Capterra, and directories?

• Claim every profile on the platforms your category uses, even if you do not plan to invest in them. Unclaimed profiles fill with outdated or scraped information.
• Use the same description, adapted only for length. Keep category words identical.
• Choose the same categories across platforms, matching how you describe yourself.
• Update pricing on the same day your pricing page changes, including plan names and limits.
• Use one management point where possible. Vendor guides report that G2's vendor portal now manages Capterra, GetApp and Software Advice listings alongside G2, since G2 bought those sites in 2026. For local businesses, listing management services can push the same details to many directories.
• Reply to reviews that mention outdated facts, stating the current position, such as "This feature was added in March."
• Review every profile quarterly against the master fact sheet.

Which platforms matter for software is covered in which review sites and directories AI assistants cite when recommending software.

How do you find and fix inconsistencies?

1. Ask assistants for the facts. "How much does [brand] cost?", "Where is [brand] located?", "What does [brand] integrate with?" Note every wrong answer and the sources cited.
2. Search for old values. Search the web for your old price, old address or former product name to find pages that still carry them.
3. Check your own archive first. Old blog posts, PDFs, press releases and forgotten landing pages are often the source. Update them, add a clear note, or redirect them to the current page.
4. Fix profiles you control against the master fact sheet.
5. Ask third parties for corrections, with the specific fact, the correct version and a link to your source. Keep requests short and factual.
6. Recheck after recrawling, usually a few weeks later.

What should happen when a fact changes?

Treat each change as a small project with a checklist:

• Price changes: pricing page, product pages, review platforms, marketplaces, sales materials, and any comparison pages you publish.
• Moves and closures: Business Profile and other maps first, then website, directories and social profiles. Mark closed locations as closed rather than deleting them silently.
• Rebrands and renames: state the former name on your About page ("formerly [old name]"), redirect old URLs, and update every profile. Assistants may use the old name for months.
• Discontinued products: keep a short page saying the product was discontinued and what replaces it, rather than a 404 error.
• Leadership changes: About page, company databases and profiles.

Announce significant changes publicly too. A news post or press coverage gives assistants a dated source for the change.

How does structured data help?

Structured data can connect your profiles and state key facts in a form systems read easily. Organization markup with sameAs links tells search engines which profiles are officially yours. LocalBusiness markup carries addresses and hours, and Product markup carries prices. The markup must match what the page shows, and its effect on AI citations appears modest. An Ahrefs study of 1,885 pages that added structured data found no citation gain in ChatGPT or AI Mode against matched pages, and slightly fewer AI Overview citations. Treat it as a way to reduce ambiguity, not as a substitute for consistent visible facts. Entity work more broadly is covered in how to make your brand a clear entity in Google's Knowledge Graph.

What might an illustrative case look like?

Consider an illustrative project management software company that raised its entry price from $8 to $12 per user and renamed its plans. Six months later, ChatGPT still quotes "$8 per user on the Starter plan". Its checks find the old price on two review platforms, a marketplace listing, an old launch blog post and three comparison articles. The company updates its profiles and the marketplace listing on the same day, adds a note and link to the blog post, and emails the three article authors with the new pricing. Two update their articles within a month. Assistants begin quoting the new price within about six weeks. The company then writes its first master fact sheet so the next change takes a day, not six months.

What do people ask about brand consistency and AI?

How often should we audit our brand facts?

Quarterly for profiles, and immediately after any change to prices, locations, names or products.

What if a third party refuses to correct an error?

Make sure every source you control is correct and that your own page states the fact clearly. Assistants weigh several sources, so one outdated article matters less when everything else agrees.

Do small inconsistencies, like abbreviations, matter?

Minor formatting differences rarely matter. Different phone numbers, prices, categories or names do.

Who should own the master fact sheet?

Usually marketing operations or the web team, with product, sales and customer teams required to report changes.