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Benchmark, June 26, 2025

Benchmark: lease abstraction on scanned originals

Sofia Almeida CruzProduct, Redlining7 min read

The problem

We keep coming back to lease abstraction on scanned originals, because the cost of a miss here compounds across a portfolio.

What makes this hard is that the signal is distributed. A single clause read in isolation looks fine. Read against the definitions section and two schedules, the same clause does something different.

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.

None of this removes the reviewer. It moves the reviewer to the part of the work where judgement actually pays.

researchevaluation

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