Top LLM Observability and Evaluation Platforms Compared

LLM applications often fail in unexpected ways, unlike traditional software. A single prompt can produce different outputs, making it challenging to reproduce issues without capturing the exact input, model parameters, and temperature at call time. This semantic behavior is not captured by standard application performance monitoring (APM) alone, which focuses on metrics such as latency, error rates, and availability.