Question 1

How is this different from ChatGPT, Perplexity, or other generic AI?

Accepted Answer

Generic AI tools pull from whatever is on the open web. Marvin Labs works from the primary financial sources analysts actually cite: filings, earnings calls, press releases, and management presentations. Every answer is linked back to the specific passage so you can validate context, and outputs are built for institutional research workflows rather than general-purpose chat.

Question 2

Where do the answers come from, and how do you prevent hallucinations?

Accepted Answer

Answers are grounded in primary financial content for each company and linked back to the exact source passage. You see what the model saw and can click straight through to verify. Insights not supported by a source are flagged, not invented.

Question 3

What companies are covered?

Accepted Answer

Coverage spans global public markets, from large caps to niche names. New filings, earnings calls, and press releases are ingested within seconds of release. Browse the coverage universe directly in the app — no registration required to look around.

Question 4

Does Marvin cover non-US names?

Accepted Answer

Any company that communicates with investors in English is supported, regardless of domicile or listing location. Filings, calls, and presentations from European, Asian, and other non-US companies are ingested to the same standard as a name on the NYSE. Pro plan customers can add custom coverage for up to 50 uncovered companies. See the global company coverage overview for detail.

Question 5

How is our data handled? Is it used for model training?

Accepted Answer

Your chats, uploads, and research outputs are not used to train models. Marvin Labs runs on a compliance-minded stack with encryption in transit and at rest. For details on data handling, hosting, and security controls, see the security page.

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