Quick answer
Yes. AI reads information from your official site, marketplaces, distributors, media and encyclopedias. If these sources contradict each other on price, models, warranty or policy, AI may pick the outdated one, or avoid a conclusion altogether. The fix is to first build a single internal fact base: each fact records its source, owner, version and validity period, and your public pages and channels are then corrected against it. Unify the facts first, then produce content.
Details
Why inconsistency makes AI get things wrong
- What AI reads is often not your latest page but the page that is cited most and easiest to read.
- If prices are in images and policies are buried in PDFs, the model may not read them and falls back on older third-party statements.
- Distributor pages, old press releases and expired campaign pages stay online for a long time and keep being retrieved.
What a single fact base should record
| Field | Meaning | Example |
|---|---|---|
| Fact | One standalone, checkable statement | "The current price of P3 is X yuan" |
| Source | Where the fact comes from | ERP, price approval form, a page on the official site |
| Owner | Who may confirm and change it | The category operations lead |
| Version | Each change creates a new version; old versions are kept | v3, replacing v2 |
| Validity | When it must be reviewed again | Campaign end date, annual review date |
| Risk level | How costly an error would be | Price, warranty, compliance and comparisons are high risk |
High-risk facts may be used publicly only after the owner confirms them. Model-generated content and statements found online can only be "pending confirmation"; they must not go straight into the fact base.
When prices or policies change, how do you let AI know?
You cannot edit AI answers directly; you can only change what it reads:
- Update the version in the fact base first, stating when it takes effect.
- Update the corresponding fact page or product page on your site, with prices and policies written as text, not only in images.
- Ask distributors, marketplace stores and partners to update too, using a list of channels that need correcting.
- After publishing, retest with the same questions to see whether AI answers change. Models update with a delay, so do not rely on a single check.
What if distributor pages are out of date?
Treat it as channel governance rather than a one-off content task: list every channel that shows product information, mark where it disagrees with the fact base, assign an owner and a deadline, and keep a record once corrected. For third-party pages you cannot change, at least publish a clear, citable current statement on your own site.
Who maintains it?
Each fact should be owned by the business function that holds the information: pricing by category operations, warranty by after-sales, compliance wording by legal. Marketing or content teams use confirmed facts in public content but do not decide the facts themselves.
Common questions
Q: What does an enterprise knowledge base do for GEO?
A: It is the basis for all public content. Content teams may use only confirmed facts, and AI monitoring can use it to judge whether a model got things right or wrong.
Q: How should a brand fact base manage versions?
A: Changes add a new version instead of overwriting, recording who changed it, when and why. Old versions are kept so you can trace which version a given piece of public content used at the time.
Related facts
Contact: contact@winin.ai