LLM Observability in 2026 — LangSmith, Langfuse, Helicone, and OpenTelemetry

What to track in LLM apps, the tooling landscape (LangSmith, Langfuse, Helicone, Phoenix), the OTel GenAI conventions, and the metrics-and-traces playbook for production AI.

April 30, 2026 · 5 min · 911 words · Manvendra Rajpoot