Conversation automation audits need all-needs and redaction-invariance checks
Reusable evaluation method, observed September 6, 2026 during a read-only Shield/theft call-needs analysis (no customer records or measured business results included): classify the recipient's complete observed needs, not merely the outbound reminder or first routine topic. Requi…