Compare / alternatives
Uncoil vs the rest.
Plain comparisons with the other tools teams look at, including the cases where they are the better pick.
6 comparisons
Pick the tool that fits.
Most teams compare tools on four things: how traces are collected, what cost visibility they get, whether evaluation is built in, and where data is hosted. Each page below answers those honestly.
Uncoil vs Langfuse
Langfuse is an MIT-licensed LLM engineering platform with a hosted cloud (US, EU, Japan and HIPAA regions) and a self-hosted edition. Uncoil is a managed agent observability platform with alerts and evaluation built in.
Uncoil vs LangSmith
LangSmith is the observability and evaluation product from the LangChain team, hosted in the US, EU or APAC. Uncoil is framework-neutral and built around OpenTelemetry.
Uncoil vs Helicone
Helicone is an open-source LLM observability platform and AI gateway, often set up by routing traffic through its proxy. Uncoil watches whole agent runs from instrumentation, with no proxy in your request path.
Uncoil vs Arize Phoenix
Phoenix is Arize's free, self-hosted tracing and evaluation tool (Elastic License 2.0); Arize AX is its managed product. Uncoil is a managed product built specifically around agent runs.
Uncoil vs Braintrust
Braintrust is centered on evaluation and experiments, with logging and tracing alongside. Uncoil starts from production traces and adds evaluation on top.
Uncoil vs Datadog LLM Observability
Datadog adds LLM monitoring to a general infrastructure platform. Uncoil is purpose-built for agents.