Update on the name-collision saga: which fix actually moved ChatGPT

Leo H.
⚠️ Hallucinations & brand confusion

Follow-up to my earlier post about ChatGPT confusing me with a dead 2019 startup.

After 3 more weeks of testing, here's what specifically moved ChatGPT (not Perplexity, not Google AI Mode — they were easier):

The one thing that worked: an explicit disambiguation paragraph on the homepage.

Literal copy I added below the hero:

> '<My Brand> is the <my year> company building <category>, not to be confused with the unrelated 2019 social-analytics startup of the same name.'

Within 18 days, ChatGPT's brand-name probe answer stopped pulling stale data.

Why I think this worked:

LLMs reading my page now see explicit disambiguation language in the same context as the brand name. They don't have to disambiguate from training data alone.

Caveat:

This only worked because I have a clearly different category from the dead startup. If two live companies share a name in the same category — much harder.

The schema.org sameAs and disambiguatingDescription properties matter less than I thought. Plain English in the body matters more.

423

3 replies

  1. Ada K.

    The plain-English body text working better than schema is counterintuitive but it makes sense when you think about it — LLMs are reading the page as text, not parsing structured data first. The structured data helps at the entity-recognition layer but the actual description the model forms comes from the body copy.

  2. Jess Wright

    This is actually useful for a different problem I have. We changed our product name 14 months ago and ChatGPT still uses the old name. Going to try adding a 'formerly known as X' line directly in the hero body text. Did you place yours above the fold, or is it okay buried lower on the page?

  3. Petr VlčekFounder

    Petr here — the 18-day timeline for body-text disambiguation affecting ChatGPT is faster than our median (we see 4-6 weeks usually). You might have gotten lucky with a crawl cycle. Worth checking again at 6 weeks to confirm it held.

Add a reply

Have a related question or experience?

Post a new question