In this session, we’ll explore how to build robust evaluation frameworks that go beyond benchmarks to capture safety, bias, hallucination, and task-specific performance. We’ll cover practical methods for stress-testing LLMs in enterprise settings, defining custom evaluation metrics, and building scalable pipelines to validate model behavior over time. → Key techniques for measuring alignment, reliability, and safety. → How to operationalise evaluation workflows across teams and use cases.