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.