Enterprise Legal Review Automation

Challenge

A Fortune 500 company's legal team was spending 10 hours per review cycle manually validating compliance across legal pages. The process was error-prone, slow, and couldn't keep up with the volume of documents requiring review — over 10,000 per month.

Solution

Designed and built a Playwright-based automation system that handles the entire legal page review pipeline:

• Automated document validation — Playwright scripts navigate, extract, and validate legal page content against compliance rules
• Batch processing — Processes 10,000+ documents monthly with configurable review rules
• Error detection — Automated checks catch compliance issues that manual reviewers frequently missed
• Performance-optimized browser extensions — Built TypeScript browser extensions for the legal team's manual review workflow, reducing per-document review time
• Stability engineering — Identified and resolved memory leaks in automation scripts, improving success rate from 70% to 99.8%

Impact

• 90% time reduction — Review cycles dropped from 10 hours to 1 hour
• 95% fewer human errors — Automated validation catches issues that manual review missed
• 10,000+ documents/month processed automatically
• 99.8% automation success rate — Up from 70% after stability engineering