Langfuse vs LangSmith vs Helicone vs Arize: AI Observability in 2026
Four ways to trace AI agents in 2026, none of them perfect. We ran 12 weeks of production traffic through each and benchmarked them on cost, depth, OTel compatibility, and self-host friction.