AI Agent Observability in 2026: Langfuse vs AgentOps vs LangSmith — The Complete ROI Comparison
A grounded 2026 cost-benefit analysis of Langfuse, AgentOps, and LangSmith for tracing, debugging, and growing agentic AI in production — including token economics, pricing, and where each genuinely wins.