Litigation & Dispute Resolution

Discovery Document Review

Q: How do I ensure quality across large document sets?

Implement QC sampling. Have human reviewers check a statistically significant sample of Claude's decisions and refine criteria as needed.

Q: What about privilege review accuracy?

Claude flags potential privilege; human review confirms. Never produce documents without human privilege review -- Claude assists but doesn't replace professional responsibility.

Review documents for relevance, responsiveness, and privilege at scale, accelerating litigation discovery workflows when combined with human QC.

Claude

OpenAI

Time Saved

Varies by corpus quality, review protocol, and sampling strategy; validate with pilot metrics.

Accuracy

Consistent application of review criteria

The Problem

✗Massive document volumes (10,000-1,000,000+ documents)
✗High cost of contract attorney review
✗Inconsistent coding across reviewers
✗Reviewer fatigue affecting quality
✗Tight production deadlines

How AI Supports This Workflow

Categorizes documents by issue and relevance, identifies responsive documents, flags potentially privileged communications, creates document summaries, and enables rapid human QC of AI decisions.

Step-by-Step Workflow

Define review criteria

Issues, custodians, date range

Upload document set

Or connect to e-discovery platform

Run initial categorization

Claude codes each document

Human QC sample

Of Claude's decisions

Refine criteria

Based on QC results

Complete review and generate production set

With Claude assistance

Tool-specific Steps

Review the provided discovery documents for responsiveness, privilege risk, and key evidence.
Apply the issue list, custodians, and date range supplied by counsel.
Return bulk-coding-ready output with responsiveness status, privilege flag, issue tags, and a short summary.

When to escalate

Escalate if privileged or regulated content could be produced without attorney confirmation.
Escalate if review criteria, custodians, or date constraints are ambiguous or incomplete.

Do This Now

Choose your tool tab and copy the prompt.
Run the workflow and review the top legal risks first.
Compare output against your matter facts before sharing.
Escalate to attorney review when any escalation check is triggered.
Save your final notes and move to the related tutorial for deeper practice.

Frequently Asked Questions

Can Claude replace dedicated e-discovery platforms?

For smaller matters (<10,000 documents), Claude may be sufficient. For large-scale e-discovery, use Claude alongside Relativity or Everlaw for the production workflow.

How do I ensure quality across large document sets?

Implement QC sampling. Have human reviewers check a statistically significant sample of Claude's decisions and refine criteria as needed.

What about privilege review accuracy?

Claude flags potential privilege; human review confirms. Never produce documents without human privilege review -- Claude assists but doesn't replace professional responsibility.