TL;DR Enterprise AI observability platforms provide distributed tracing, automated evaluation, and governance for non-deterministic LLM applications and agentic workflows. Traditional application performance monitoring (APM) tools capture latency and infrastructure health, but fail to detect hallucination, retrieval degradation, or multi-step agent reasoning failures. OpenTelemetry semantic conventions for generative AI are becoming the industry standard for vendor-neutral trace instru...