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Writing

Long read, January 18, 2026

what legal AI gets wrong about legal work

Tobias RennerCounsel, Commercial7 min read

The problem

Every review team we work with has a version of this problem. What legal AI gets wrong about legal work rarely announces itself.

What we do about 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.

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

redliningretrieval

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