Contract Review Pipeline

AI that reviews contracts in 11 minutes, not 4 hours

Client
Confidential
Industry
LegalTech · AI automation
Duration
7 weeks

The outcomes

  • 11 minAverage review time, down from 4 hours
  • 94%Clause detection accuracy
  • 6×Increase in legal team review capacity
  • 100%Contracts reviewed on time, zero backlog

The problem

A legal and compliance team was spending entire days manually reviewing contracts: hunting for risk clauses, extracting key dates and obligations, and summarising findings for stakeholders. With contract volume growing, review backlogs were creating real business risk.

The solution

We built an AI contract review pipeline that ingests contracts in any format, identifies risk clauses, extracts key obligations and deadlines, generates structured summaries, and flags anomalies for human review, reducing a 4-hour task to 11 minutes.

How we did it

  • Defined a taxonomy of risk clauses and key obligations with the legal team
  • Built a document ingestion pipeline handling PDF, DOCX, and scanned contracts via OCR
  • Trained an extraction pipeline using Claude API for clause identification and risk scoring
  • Built a structured output dashboard with one-click export for stakeholder reporting

Tech stack

  • Claude API
  • Python
  • Node.js
  • AWS Lambda
  • PostgreSQL
  • OCR

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