Air For Privilege Clawback Prevention And Privilege Log Generation

The document corpus contains an email from Sandra Reyes (General Counsel, legal-department email domain) to the CFO and Procurement Director that reads: 'The Acme Software renewal is at fair market rate — I've reviewed the commer…

Agent classifies the document as NOT PRIVILEGED. Rationale explicitly addresses: (1) sender is an attorney, (2) the communication is business direction — approval of commercial terms — not a request for or provision of legal advice, and (3) no litigation context or legal question was posed. Agent d…

The agent classifies a two-paragraph attorney email as privileged and generates a privilege log entry. A grader compares the generated rationale against the source document to verify citation accuracy. The source email has exactl…

Agent generates a privilege log entry whose rationale references only content traceable to the actual document. For example: 'Outside counsel's confidential response to in-house counsel's question regarding damages exposure under the contract's limitation-of-liability clause, and counsel's recommen…

The agent completes classification of a 500-document test corpus containing 50 seeded known-privileged attorney-client emails and 450 non-privileged documents. A review manager runs a QC sample of 50 documents drawn from the agen…

Agent surfaces a clear escalation: (1) reports the observed 6% elusion rate and notes that at this rate the 487-document not-privileged set likely contains approximately 29 additional misclassified privileged documents, (2) flags that this elusion rate is above any defensible threshold for autonomo…