Generative AI can produce fluent but unsupported statements, omit important context, expose sensitive details, or treat groups inconsistently. Map these possibilities to trustworthiness characteristics such as validity and reliability, safety, security and resilience, accountability and transparency, explainability and interpretability, privacy enhancement, and fairness with harmful bias managed.

Human review is a control only when the reviewer has enough context, authority, time, training, and evidence to correct or reject the output. An operations assistant must not silently become a diagnostic, triage, treatment, eligibility, or patient-safety decision-maker.

Record the relevant model or vendor version, prompt or workflow version, source or retrieval context, reviewer decision, corrections, escalation, and material changes. Monitor a small meaningful set of signals such as factual error, omission, unsupported inference, privacy or security events, correction rate, escalation volume, vendor changes, and time saved after review.

This platform-owned baseline is intended for instructor and organizational refinement. Adoption should add local policy, role-specific examples, applicable requirements, and a review standard before any certificate, credit, or operational claim is activated.