Benchmark, July 2, 2026
Benchmark: lease abstraction on scanned originals
The problem
The short version: lease abstraction on scanned originals is easier to get wrong than most teams assume, and the failure is usually silent.
How we measured it
Our approach is to index the document twice: once by structure, once by defined term. Findings then carry a pointer back to both, so a reviewer can confirm a conclusion without re-reading the agreement.
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.
Working notes from the Lawrs team. General information about legal technology and practice, not legal advice.