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Benchmark, January 23, 2025

Benchmark: clause classification across 40,000 executed agreements

Sofia Almeida CruzProduct, Redlining3 min read

The problem

We keep coming back to clause classification across 40,000 executed agreements, because the cost of a miss here compounds across a portfolio.

Volume changes the shape of the problem. At ten documents you can hold the exceptions in your head. At four hundred you need the exceptions written down and checkable.

How we measured it

The register is the deliverable. A finding without an owner and a date is an observation, not a control.

In the current build this runs as part of the standard pass, so it applies to every document in the set rather than only the ones someone thought to check.

Where it breaks

Scanned originals with poor image quality remain the weakest input. So do agreements that were assembled from three precedents and never reconciled, which is common in long-lived supplier relationships.

We will revisit this once we have a larger sample. The current numbers are directional rather than settled.

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Working notes from the Lawrs team. General information about legal technology and practice, not legal advice.