Merlise achieves breakthrough results on SciFact-Open
Merlise

Watch one claim go from a sentence to a verdict.

Checking a claim is not the same as searching for it. Follow a single figure as Merlise isolates it, routes it to the record that should contain it, weighs what it finds, and reports a number you can act on.

Trace a claim

Q3 revenue was $4.2M.Numeric
no read
reading
01 · Ingestion

Read with structure intact

The filing is parsed into sections, tables, and sentences without losing the context around each figure.

step 1 of 9 · click a stage to inspect

Three things make the number worth trusting.

Calibrated

When a reading says 80%, it is right about 80% of the time. The number means what it says, so you can act on it instead of re-checking by hand.

Sourced

Every reading links to the record that moved it and the weight that record carried. Nothing rests on a summary you cannot open.

Auditable

The update log keeps each step in order: the source, the adjustment, the reading before and after. You can reconstruct any verdict.

Ranked by provenance, not by how fast they answer.

A claim is routed to the record that should hold it before any general web search runs. Each source carries a weight set by how much you can stand behind it.

Primary recordshighest weight

Filings, dockets, registries, and the cited work itself. The source that should contain the answer.

Structured knowledgestrong

Curated databases and the citation graph, where provenance is explicit and checkable.

Open webfallback

General pages, consulted last and weighted down, since much of the new web is machine written.

Every reading carries its trail. You can see which record moved a claim, how much weight it carried, and what the number was before and after.

The reasoning step is kept separate from the probability the system reports, so a persuasive explanation never inflates a number on its own.

See it on a real document.

Bring a research paper, a board pack, a contract, or a filing.

Request a demo →