Skip to content
Writing

Benchmark, April 23, 2026

Benchmark: chronology construction from unstructured document sets

Sofia Almeida CruzProduct, Redlining3 min read

The problem

We keep coming back to chronology construction from unstructured document sets, because the cost of a miss here compounds across a portfolio.

In testing, the gap between a fast pass and a careful pass was not accuracy on the central question. It was whether the reviewer noticed the interaction with an adjacent provision.

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.

The practical takeaway is narrow: write the exception down, point it at a source, and give it an owner.

researchevaluation

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