Monitoring LLM behavior: Drift, retries, and refusal patterns

The offline pipeline's primary objective is regression testing — identifying failures, drift, and latency before production.

When Production Logs Become Your Best QA Asset

LogMiner-QA ingests raw application logs and uses AI and machine learning to automatically generate Gherkin test scenarios.