Notes on defensible legal AI workflows.

A repeatable workflow that turns a messy record into a deposition outline fast — with an exhibit table you can hand off.

A repeatable, defensible AI-assisted review workflow (with templates) — bounded scope, cite-backs, logs, and QA sampling.

The predictable ways AI privilege triage fails — and the fastest structural checks to catch each one.

A sampling approach you can actually run under deadline — bucketed sampling, error taxonomy, thresholds, and logging.

A procedural redaction QA checklist designed to catch text-layer recovery, metadata leakage, and attachment misses before production.