Manual privilege review is a high-cost, high-risk bottleneck in e-discovery, consuming hundreds of attorney hours to identify confidential communications and draft defensible log entries. A custom automation workflow replaces this linear process with a multi-stage system. It ingests documents from platforms like Relativity, applies fine-tuned detection models for attorney-client privilege and work product, and routes flagged items through rule-based validation and human review queues. This architecture cuts privilege review labor by 60-80% while creating a consistent, auditable process that reduces the risk of inadvertent waiver.




