Work / RAG & knowledge / Live

Contract review assistant for a legal team

A tool that extracts key clauses from contracts, compares them against the team's playbook and highlights deviations for a lawyer to review.

Problem

First-pass review of routine contracts — NDAs, vendor and service agreements — took lawyers hours that could go to higher-value work.

Objective

Speed up first-pass review by surfacing the clauses that matter and how they differ from the team's standard positions, with every finding linked to the text.

Solution

  1. 01

    Uploaded contracts are parsed and split into clauses.

  2. 02

    The model classifies each clause and compares it with the matching playbook position.

  3. 03

    Deviations are flagged with a risk level and a suggested fallback from the playbook.

  4. 04

    Every finding links to the exact contract text; the lawyer makes the final call.

Architecture

01
Upload (PDF / DOCX)
02
Clause parser
03
Playbook retrieval
04
LLM comparison
05
Review UI

AI workflow

01

Upload the contract

02

Split into clauses and classify them

03

Retrieve the relevant playbook positions

04

Flag deviations with risk and fallback wording

05

Lawyer reviews and exports the markup

Technology & role

Python / FastAPIPostgreSQL + pgvectorClaude APIReact
Our role

Product design, clause pipeline, playbook retrieval, review interface and evaluation.

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