Continuous LLM Evaluation in CI/CD: Automated Regression Testing with Ragas and DeepEval

When updating system prompts or switching underlying foundation models, how do you verify that your AI application hasn't quietly regressed across critical edge cases?

Automated LLM evaluation frameworks (such as Ragas and DeepEval) allow engineering teams to run automated unit tests across hundreds of golden evaluation datasets in continuous integration (CI/CD) pipelines.

Metrics such as context relevancy, faithfulness, and answer correctness are automatically scored, preventing prompt regressions from reaching production users.

AVELIO implements rigorous continuous evaluation pipelines into all client AI platforms, guaranteeing consistent output quality and factual reliability.