Respan
Nested traces for every LLM call, tool run, and agent turn
The top alternatives to OpenObserve in the Observability, Prompts & Evals space, compared on features, pricing, and what they're best at.
Updated October 6, 2026
OpenObserve is an open-source observability platform for logs, metrics, traces, real user monitoring, and LLM applications, priced per GB with no seat fees. Its LLM tracing runs on OpenTelemetry, while LLM evaluations and experiments are enterprise features. The alternatives on this list focus on that LLM side: tools built for tracing and evaluating LLM apps and agents rather than for general infrastructure monitoring.
Respan is the closest fit for that job. It's the AI router with observability and automated evals built in, so every model call is routed, traced, priced, and scored in one place, and evals are included from the free plan rather than behind an enterprise tier.
Among the other tools on this list, Datadog puts LLM traces inside a broader monitoring platform, while Langfuse, Arize Phoenix, and Laminar are open-source and built for LLM and agent workloads. LangSmith fits teams on LangChain and LangGraph, and Braintrust is organized around running evals in CI.
One platform for routing, observability, tracing, and evals across every LLM provider.
Respan is the AI router with observability and automated evals built in, so every LLM call is routed, traced, priced, and scored in one place. Evals are included from the free plan. Start free.