Arize AX Alternatives

Arize AX starts at $50/mo. Here are the observability & tracing tools worth weighing against it, and how they differ on billing and deployment.

  1. 1 Langfuse logo
    Langfuse Hands-on tested Observability & Tracing

    Teams that want an open-source observability platform they can self-host without losing features

    From $29/mo Bills events Self-hosts free
  2. 2 Opik logo
    Opik Hands-on tested Observability & Tracing

    Teams that want a genuinely feature-complete open-source observability platform, or the cheapest managed cloud, without a license or feature-gate catch

    From $19/mo Bills spans Self-hosts free
  3. 3 Pydantic Logfire logo
    Pydantic Logfire Researched Observability & Tracing

    Teams that want one observability tool for their whole application rather than an LLM-specific silo, are comfortable on OpenTelemetry, and care about predictable, genuinely low cost. Especially strong for Python shops already using Pydantic or Pydantic AI.

    From $49/mo Bills records
  4. 4 Arize Phoenix logo
    Arize Phoenix Hands-on tested Observability & Tracing

    Teams that want fast, framework-agnostic OSS tracing and strong RAG eval, and who are not reselling Phoenix as a hosted service

    From $0 Self-hosts free
  5. 5 Galileo logo
    Galileo Hands-on tested Observability & Tracing

    Enterprise GenAI teams that have been burned by production hallucinations and want research-grade eval metrics plus guardrails, and can run a sales process

    From $100/mo Bills spans
  6. 6 HoneyHive logo
    HoneyHive Researched Observability & Tracing

    Teams running agent-heavy production workloads who want tracing, online evaluation, annotation and experiments in one agent-focused system, and who are comfortable with an enterprise sales process rather than self-serve pricing.

    From Custom (contact sales) Bills events
  7. 7 Laminar logo
    Laminar Hands-on tested Observability & Tracing

    Teams building AI agents - especially browser agents - who want OpenTelemetry-native tracing they can self-host completely and don't mind an unusual billing model

    From $30/mo Bills spans Self-hosts free
  8. 8 MLflow logo
    MLflow Researched Observability & Tracing

    Teams that already run MLflow for classical ML, Databricks customers, and anyone who wants a genuinely free and complete self-hosted platform and has the operational capacity to run it.

    From $0 (open source) Self-hosts free
These tools meter differently, so their published prices are not comparable. Model them against your own workload →

Frequently Asked Questions

Why do people look for Arize AX alternatives?

Usually pricing model or deployment. Arize AX starts at $50/mo and bills on spans, which suits some workloads far better than others. Teams also switch when they need free self-hosting, which Arize AX does not offer.

What is the closest free alternative to Arize AX?

Langfuse is the strongest option that self-hosts free - Teams that want an open-source observability platform they can self-host without losing features Free on licence is not free to operate though; you still own the infrastructure and the on-call.

How should I compare the costs?

Not by their published prices, because tools in this category meter different things - spans, events, GB ingested, seats, prompts, or a percentage of provider spend. A $50 plan means something completely different in each case. Model your own request volume and span count through the cost calculator instead.