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Traceloop alternatives

Compare Traceloop alternatives after its ServiceNow announcement. Explore Lunary, Arize Phoenix and Langfuse for AI observability and review.

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Lunary conversation replay
Conversation replay in Lunary

Choose Lunary when you want OpenTelemetry-compatible observability with a conversation-review workflow for your application team.

Lunary

Our pick for replaying chats and understanding user feedback.

Arize Phoenix

Consider for OpenInference tracing and experiments.

Langfuse

Consider for traces linked to managed prompt versions.

At a glance

Traceloop alternatives: at a glance
CandidateChoose it forWhat to weigh
LunaryConversation replay and application feedbackValidate OTel mappings and message links
Arize PhoenixOpenInference traces and experimentsCheck instrumentation and evaluation workflow
LangfuseTracing with prompt version managementTest prompt rollout and review process
TraceloopOpenLLMetry, monitors and prompt registryConfirm current terms following ServiceNow announcement

See your workflow in Lunary.

Explore conversations, traces and prompt versions with our team.

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Separate instrumentation from the platform

Traceloop uses OpenLLMetry and OpenTelemetry. Lunary also accepts OpenTelemetry traces, so assess your existing attributes before rewriting instrumentation. You still need to validate mappings and add the conversation context your review workflow requires.

Give the trace a customer story

Lunary connects chat messages, custom events and feedback with model and agent runs. For teams owning an assistant’s behavior, replaying the interaction helps turn an unexplained error or poor answer into a specific prompt-review task.

Check the platform you intend to buy

Traceloop announced it is joining ServiceNow and said it intends to continue selling its functionality. Phoenix and Langfuse offer other tracing workflows. Pilot Lunary on one conversation and compare how easily your team reaches an actionable diagnosis.

Questions & answers

Is OpenLLMetry being discontinued?

Traceloop’s announcement says OpenLLMetry will remain open source. It does not announce an end to the SDK.

Can Lunary ingest OpenTelemetry?

Yes. Lunary documents OTLP ingestion and OpenLLMetry-compatible instrumentation. Verify your emitted fields and trace relationships in a pilot.

Does Traceloop support conversations?

Yes. It documents sessions that group multi-turn traces, plus user feedback through annotation tasks.

By Lunary · Documentation reviewed Sep 20, 2026

Sources & methodology (12)

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

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