Merlise achieves breakthrough results on SciFact-Open
Merlise

Most of what a document claims is taken on trust. We check it.

Merlise reads a contract, a filing, or a research paper one claim at a time, looks each claim up against primary records, and reports how likely it is to be true with the sources beside it. A reviewer can open the evidence and decide for themselves. This page is a short overview; we share the rest directly.

The problem

A credit memo, a 10-Q, a clinical paper: the documents that carry the most risk are dense with factual claims, and one wrong claim can be expensive. Today the only way to catch them is to read slowly, by hand, and there is more to read every year.

What Merlise does

Merlise separates a document into its individual claims and checks each one against primary records such as court filings, SEC EDGAR, and the scientific literature. Every claim comes back with a probability that it holds up and the evidence that informed it, so a reviewer confirms the work rather than taking our word for it.

Why now

Software can now read a long document in seconds, but reading quickly is not the same as reading correctly. The teams adopting it fastest are the ones who can least afford an unchecked figure, and who have to show their work when a regulator or a partner asks.

Where things stand

CalibrationWhen Merlise puts a claim at 80%, claims in that range come true about 80% of the time. We measure that gap and keep it small; expected calibration error runs under five points.
Independent resultsOn open scientific claim verification, the harder setting where the evidence has to be found rather than handed over, our results hold up against the published work.
In daily useLegal, financial, scientific, and editorial teams run Merlise inside the tools they already work in.

Traction, financials, and the roadmap live in the materials we send directly, not on a public page.

See it on one of your own documents.

We are happy to send the deck and walk through Merlise on a document of yours. Get in touch and we will find time.

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