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Benchmark, January 9, 2025

Benchmark: clause classification across 40,000 executed agreements

Sofia Almeida CruzProduct, Redlining8 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.

How we measured it

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.

researchevaluation

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