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Work · Case study

Contract review thatfinds the clause, not the file.

Client
Professional services firm, UAE
Year
2026
Scope
Search, clause extraction
Stack
RAG · Search · Clause models

01 / Challenge

Precedent lived in filenames and in people's heads. Finding how a clause had been handled before meant asking whoever had been there longest, and hoping they remembered.

02 / Approach

We indexed the firm's own contract history and built extraction over it, so a clause can be searched by what it does rather than by which document it sits in. Results come back with the surrounding context intact.

Access follows the firm's existing permissions. Nothing surfaces to someone who could not already open the file it came from.

03 / Outcome

10×

Faster precedent search

100%

Permission-aware

A lawyer asks how a clause has been handled before and gets the precedents with their context, instead of a list of filenames.

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