Structured evaluation criteria for LLMs

Response quality evaluation

Safety testing & safeguards

Multilingual output review

Data annotation QA

Evaluation criteria for response quality, harmful outputs, and intended use.

Safety testing and assessment of safeguards across realistic user scenarios.

Multilingual output quality and context-sensitive safety review.

Training data annotation practices, quality controls, and evaluation consistency.

Human review, escalation, decision ownership, and monitoring of emerging risks.