Validation

• Structured field pilot with a defined practitioner cohort, written success criteria, and measured before/after metrics on human time reclaimed for high-leverage work.
• Knowledge accuracy is audited against a curated ground-truth set maintained by subject matter experts.
• Independent security review of authentication, secret handling, and multi-tenant isolation prior to broader adoption.