How do you design evaluation pipelines for continuous LLM deployment (CI/CD)?

CI/CD evaluation pipelines automatically test LLM changes using benchmark datasets, regression tests, and safety checks before deployment.

In LLMOps CI/CD, every change to prompts, models, or retrieval logic triggers automated evaluation pipelines. These pipelines run regression tests, adversarial prompts, and performance benchmarks. Deployment is blocked if quality or safety thresholds are violated. This ensures continuous quality assurance in probabilistic systems.