For asset & research managers

Due diligence that scales to your whole universe

Separate the durable thesis from the manufactured one before you build a position or write the memo. Every company, scored against its filings, six times a day.

The problem

Coverage outpaces capacity. You can’t read every filing against every claim — but the narrative risk hides exactly in that gap.

How Market Scholar helps

What you get

A verdict, with its reasons

Structurally Supported, Narrative Risk, or Trap — each resolved from verification, drift, coordination, and decay, with the components exposed.

Fair-value divergence

A prudent fundamentals anchor flags where price has run ahead of — or behind — the filings.

The forensic dossier

Per-company: claims vs. SEC filings, recent narratives with contradictions surfaced, and the decay curve.

Monitor your list

Watch your universe for narratives turning against the filings — before the print.

See it on your universe