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How AI Navigates the High-Stakes Nuance of Litigation
Legal Tips9 min readJanuary 18, 2026Casey

How AI Navigates the High-Stakes Nuance of Litigation

Key Takeaways

  • AI accelerates litigation prep by processing thousands of documents, identifying inconsistencies, and surfacing key facts
  • Deposition preparation improves when AI flags contradictions, generates targeted questions, and organizes witness statements
  • Discovery becomes manageable with AI-powered document review, privilege detection, and relevance scoring
  • Human judgment remains essential: AI surfaces the material; attorneys decide what to do with it

The Nuance Problem in Litigation

Litigation rewards precision. A single overlooked document can sink a case. A contradictory statement missed in discovery can hand the other side their best argument. The stakes are high—and the volume of material is often overwhelming.

"While AI may be able to replicate analytic frameworks used in moral reasoning... the task of judgment ultimately falls to humans." — David G. Yosifon, Santa Clara University School of Law

AI doesn't replace the judgment that wins cases. It handles the volume problem so attorneys can focus on strategy, argument, and advocacy—the work that actually requires human expertise.


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