Entailment Labs

Notes from the lab

Working notes, dated. How we build, why a person stays in the loop, and what we measure.

Section 1 — notes

No figures appear in a note until a pilot report supplies them, with its basis.

The measurements themselves are separate: four public benchmark suites, with the data and the scorer published.

All notes

26 Aug 2026

How we measure extraction accuracy

An accuracy figure is only as good as its definition. This note says which definitions we use, and why a single headline number is never enough.

5 Aug 2026

What a pilot report contains

A pilot ends with a written report the partner can hand to their client. This note lists its sections and what each one is for.

14 Jul 2026

Why a person stays in the loop

Every system we ship has a human review queue. Not as a fallback for a model that is not good enough yet, but as part of the design.

Section 2 — all notes

Newest first.

Bring us one process.
It comes back automated, monitored and under your name.

Request a pilot scope

We do not contact your clients. Ever.