A practical, honest ranking of the platforms that optimize production AI agents in 2026: not just observe and score them, but tell you whether the agent or the infrastructure is at fault, propose a trace-backed fix, and ship it. Logfire, Braintrust, Arize, LangSmith, Langfuse, the eval specialists, and where Elastic lands.