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Case Study: Am Law 200 firm cuts insurance-litigation review from six weeks to under two with EverlawAI

Am Law 200 firm Case StudySourced & dated by Case Study Desk
Key facts · TL;DR
Company
Am Law 200 firm
Industry
Legal (Am Law 200)
Challenge
A complex insurance coverage dispute required reviewing ~600,000 documents under aggressive timelines and budget while staying defensible.
Headline result
In a ~600,000-document insurance coverage dispute, an Am Law 200 firm hit 93% precision and reviewed in under two weeks

Key results

66%
Faster review
6 weeks to under 2 weeks
93%
Precision in validated sample
456 documents
1/5
Cost of traditional review
one-fifth
~600K
Documents processed
insurance coverage dispute

The challenge

An Am Law 200 firm faced a complex insurance coverage dispute requiring review of approximately 600,000 documents under aggressive timelines and budget constraints. The team needed to surface buried technical documents quickly while keeping the process defensible.

The solution

The firm deployed Everlaw's Coding Suggestions with a multi-stage validation approach: iterative prompt refinement on test sets, validation sampling, and expert prompting for insurance and technical language.

The results, in context

The firm processed nearly 600,000 documents, culling to about 43,000 non-privileged documents for AI review, and reached 93% precision on a validated 456-document sample. The review timeline dropped from six weeks to under two weeks (about 66% faster) at roughly one-fifth the cost of traditional contract review.

Products used

Everlaw EverlawAI AssistantEverlaw Coding Suggestions