Practical QA Workflow Showing How Teams Integrate LLM Testing into Real CI/CD Pipelines

Generative artificial intelligence introduces unprecedented unpredictability into software development pipelines. Traditional software returns predictable outputs for exact inputs. Large language models generate varied responses for the exact same prompt.  

QA teams face a massive challenge scaling quality checks for these probabilistic systems. Manual validation falls short during fast deployment cycles. Implementing LLM testing in CI/CD has become mandatory for any modern engineering team.