Why AI gets brands wrong, and a fix-it order that works

Fix in this order

1. 1Record the exact wrong statement, the platform and the prompt.
2. 2Check your own site for the same outdated or unclear fact.
3. 3Correct third party listings and articles that repeat it.
4. 4Add a clear, quotable statement of the right fact to a page that is easy to crawl.
5. 5Rerun the prompt on a schedule and record when the answer changes.

Where wrong answers come from

Three broad mechanisms account for most errors, and it helps to know which one you are dealing with. The first is stale knowledge: a model answers from what it learned at a point in time, so a change you made afterwards is invisible to it. The second is stale or conflicting retrieval: when a system searches, it may pull an old page, a directory listing or a review written before a change, and repeat what it says. The third is confusion: two companies with similar names, or a thin identity online, lead a system to blend facts.

A diagnosis you can run in an afternoon

1. 1Ask about the wrong fact directly on each platform and record the answers and any sources.
2. 2If sources are shown, open them. The error is often stated on one of them.
3. 3If no sources are shown, search for the wrong fact yourself. Old pages usually surface.
4. 4Check your own site, profiles and marketplace listings for the same statement.
5. 5Search your brand name alongside similar names to see whether a competitor or namesake is being mixed in.

Make the right fact easy to find and easy to quote

The most reliable fix is to state the correct fact plainly, in text, on a page that is easy to find and easy to crawl, and to have the same fact appear on the profiles and directories that describe you. A vague page invites a system to fill the gap. A clear sentence such as our current plans are X and Y, updated on a given date, gives it something correct to use.

Strengthen your identity signals

• Use the same official name, short description and category everywhere.
• Link your official profiles from your site and back, and mark up your organisation accurately.
• Add your category to your description if your name is common or shared, so systems can tell you apart.
• Keep leadership, location and founding facts consistent where they are public.

Verify, then monitor

Rerun the same prompts after the sources have had time to update. Record how often the wrong statement still appears, and keep watching for a few weeks. Errors can return when an old page is recrawled or a new article repeats them, so treat a fixed error as one to keep under observation, not one that is closed forever.