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Braintrust vs LangSmith

Compare Braintrust and LangSmith for tracing, evaluations and production feedback, with Lunary as a conversation-focused alternative.

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Braintrust and LangSmith both combine tracing with evaluations. Add Lunary to your shortlist when customer conversation review is the main job.

Lunary

Our pick when user conversations drive debugging and prompt changes.

Braintrust

Consider for experiments, scorer development and online scoring.

LangSmith

Consider for traces, datasets and agent testing in its tooling.

At a glance

Braintrust vs LangSmith: at a glance
WorkflowLunaryBraintrustLangSmith
Start an investigationReplay the customer conversationInspect production logs and tracesInspect traces, threads and runs
Gather quality signalsMessage and run feedbackScores, corrections and commentsFeedback and annotation queues
Test a revisionModel and prompt evaluationsPlaygrounds and immutable experimentsOffline datasets and experiments
Natural pilotA failed conversation and prompt fixA dataset, task and scorerAn agent trace and regression dataset

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Start with the test you need

Braintrust structures evaluation around data, tasks and scorers, with immutable experiments. LangSmith supports offline and online evaluations, datasets and experiment comparisons. Run the same cases and criteria before deciding.

Bring a real customer issue

Both tools capture traces and user feedback. Lunary adds a compelling workflow for assistant teams: replay the conversation, inspect linked runs and review feedback on the exact reply. Include that workflow in the pilot.

Choose the tool your team will use

If your daily work starts with an experiment, compare the evaluation interfaces deeply. If it starts with a customer complaint, try Lunary with that conversation and a prompt revision. Judge the complete review cycle, not a demo dataset.

Questions & answers

Is LangSmith restricted to LangChain?

No. Its observability documentation lists multiple providers and frameworks. Check your actual integration requirements.

Is Braintrust only for evaluations?

No. It also provides instrumentation, production logs, user feedback and prompt deployment.

Why consider Lunary alongside these tools?

Lunary is worth trying when engineering and product teams need to understand user conversations, inspect the associated runs and review prompt changes together.

By Lunary · Documentation reviewed Sep 19, 2026

Sources & methodology (11)

Based on vendor documentation, not an independent benchmark or hands-on rating. Features and plans can change.

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