09
Evaluation & Observability
Cross-cuttingThe only way to know whether any of the above works.
- LangSmithplatformTracing, evaluation and dataset tooling across LangChain runs.More about LangSmith in this index
- BraintrustplatformEvaluation platform with built-in scorers and a data flywheel.More about Braintrust in this index
- Arize PhoenixlibraryOpen-source tracing and evaluation built on OpenTelemetry.More about Arize Phoenix in this index
- LangfuseplatformSelf-hostable LLM tracing, prompt management and cost analytics.More about Langfuse in this index
- promptfoolibraryDeclarative red-teaming and regression tests for prompts and agents.More about promptfoo in this index
- DeepEvallibraryOpen-source pytest-style evaluation suite for LLM outputs.More about DeepEval in this index
- HeliconeplatformGateway-level observability with per-request cost and latency.More about Helicone in this index
- Weights & BiasesplatformExperiment tracking and model registry with LLM eval surfaces.More about Weights & Biases in this index
- OpenTelemetrylibraryVendor-neutral standard for emitting traces and metrics.More about OpenTelemetry in this index
- VellumplatformPrompt and eval platform with a visual debugger for chains.More about Vellum in this index
- GentraceplatformOpen-source tracing and dashboards for LLM applications.More about Gentrace in this index
- Evidently AIlibraryEvaluation and monitoring for both classical and LLM systems.More about Evidently AI in this index
By Lattice editorial · Layer boundaries and entries verified · method
Also relevant here
These tools are indexed in another layer, but they also do evaluation & observability's job. Each carries its home layer's colour.
- TrueFoundryRoutingIts tracing and dashboards are the observability half of the same deployment, not an add-on.
- Weights & Biases LaunchTrainingA training run is an experiment, scored against a baseline the same way an eval set scores a prompt.
- MastraAgentsIts eval harness ships inside the framework, so grading an agent is part of running it rather than a separate tool.