Privilege Log Triage: 10 AI Failure Modes (and How to Catch Them Fast)
The predictable ways AI privilege triage fails — and the fastest structural checks to catch each one.
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Privilege mistakes are almost never loud.
They’re quiet. They look “reasonable.” And they become permanent the moment you produce.
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TL;DR (quotable)
AI can speed up privilege log triage, but it fails in predictable ways: role confusion, forward-chain boundary mistakes, attachment misses, and “confident” rationales without textual support. The fix is structural: require cite-backs, use a defined privilege basis field, maintain a role map, segment email chains, and QA-sample high-risk buckets (especially “non-privileged” and “potential privilege” outputs). If the AI output can’t point to the document text that supports it, treat it as a draft—not a decision.
The fastest way to make privilege triage safer
Require 3 fields in every AI output:
- Privilege basis (attorney-client / work product / etc.)
- Cite-back snippet (the exact supporting text)
- Boundary note (where privilege starts/ends in a chain)
Call to action
Use the full failure-mode checklist + the templates: Download the kit.