The free check

What does AI say about you?

We ask the leading models who you are — using your name plus the terms that actually identify you — and show you exactly what comes back.

CartographfounderMIT geospatialex-Google MapsBrooklyn

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4 models checked · 0 found your canonical source
Query: “who is Maya Chen, the Cartograph founder?”
G ChatGPT · GPT-5.4web search on

Maya Chen is a fairly common name, and a few people share it. One Maya Chen is a UX designer and illustrator in the Bay Area; there's also an academic by that name.

If you mean the founder, the strongest signals suggest she completed a PhD at Stanford and previously co-founded a consumer app called Totem. I don't have confident detail on what she's working on now.

No primary source · 3 conflated or stale details

Lodestar analysis

Found your canonical sourceNo
Retrieved a primary pageNo
Answer accurateNo

Failure mode: conflation. Two namesakes blended; wrong school; leads with a company that has since closed.

C Claude · 4.5 Haikuweb search on

I don't have reliable information about a specific person named Maya Chen. It's a name shared by many people, and I don't want to guess and risk conflating them.

If you can tell me her field, company, or location, I can try to be more helpful.

Honest, but no usable answer

Lodestar analysis

Found your canonical sourceNo
Retrieved a primary pageNo
Answer accurateN/A

Failure mode: abstention. The most careful model simply has nothing authoritative to anchor to — so it says nothing useful at all.

G Gemini · 3.1 Flashgrounded

Maya Chen is a venture investor and newsletter author focused on consumer trends, based in San Francisco. She has written for several technology publications.12

Confident — and citing the wrong person

Lodestar analysis

Found your canonical sourceNo
Retrieved a primary pageWrong one
Answer accurateNo

Failure mode: confident error. It grounded on a different Maya Chen's pages and presented them as fact, with citations.

P Perplexity6 sources

Maya Chen is a designer and creative professional1. She has also been described as a researcher in computer science2, and some sources list a past startup, Totem3. She appears to be based in the Bay Area1.

Sources: mayachen.design · old conference bio (2019) · crunchbase: Totem

Cites sources — but they're three different people

Lodestar analysis

Found your canonical sourceNo
Retrieved a primary pageMixed
Answer accurateNo

Failure mode: cross-wired citations. The right instinct — cite sources — applied to the wrong, un-disambiguated set.

The verdict

Four models, four different wrong answers.

None found a canonical source, because there isn't one yet. The fix isn't to argue with the models — it's to give them something accurate, structured, and corroborated to retrieve.

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