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Lunary vs Arize Phoenix

Compare Lunary with Arize Phoenix for conversation replay, agent traces, prompt iteration and deployment. Find the right workflow for your team.

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Lunary conversation replay
Conversation replay in Lunary

Pick Lunary when your team wants to move from a customer conversation to the underlying runs and a reviewed prompt change.

Lunary fit

Shared review of chats, user feedback and prompts.

Phoenix fit

OpenInference tracing and experiment-driven debugging.

Pilot focus

Use a multi-turn failure, not a single model call.

At a glance

Lunary vs Arize Phoenix: at a glance
WorkflowLunaryArize Phoenix
Conversation contextMessages, custom events and linked runsSessions joining related traces
Trace a failureLLM, tool, chain and agent runsOTLP ingestion and OpenInference instrumentation
Test a changeDraft prompts and custom-endpoint playgroundSpan replay and dataset experiments
Deploy yourselfEnterprise Docker deploymentFree self-hosted Phoenix

See your workflow in Lunary.

Explore conversations, traces and prompt versions with our team.

See Lunary in action

Keep the user interaction in view

Lunary connects chat messages and custom events to agent execution. Record feedback on a specific reply and inspect its context. Phoenix also groups traces into sessions, so test the actual review experience with your own assistant.

Iterate where your team works

Lunary provides versioned templates, shareable drafts and a playground that can call your custom endpoint. Phoenix offers versioned prompts, datasets, experiments and span replay. Both support prompt iteration; the deciding factor is your team’s working process.

Choose the right operating model

Start with Lunary cloud or evaluate its Enterprise self-hosted deployment. Phoenix documents free self-hosting, including Docker and Kubernetes. Include deployment work, access requirements and ongoing maintenance in your decision.

Questions & answers

Does Lunary replace OpenTelemetry?

No. Lunary supports OpenTelemetry alongside its SDK integrations. Check the attributes and conversation context your instrumentation sends.

Does Phoenix lack prompt management?

No. It includes prompt versioning, a playground and deployment through its SDK.

Where should I start with Lunary?

Instrument one assistant, record a conversation and attach feedback to a reply. Review the associated runs before expanding coverage.

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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