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Arize AX vs Evidently AI

Arize AX

6.8#7 in machine learning model monitoring softwareFrom $50 a month
Free planWebAPISelf-hosted
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Evidently AI logo

Evidently AI

8.3#2 in machine learning model monitoring softwareFrom $80 a month
Free planWebAPILinuxmacOS
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What both publish

FactArize AXEvidently AI
PurposeArize AX is a platform for continuous improvement of AI agents that turns production behavior into better agents.Evidently evaluates, tests, and monitors LLMs, RAG applications, AI agents, and machine-learning models.
Self-hostingSelf-hosted Arize AX keeps observability data, authentication, APIs and UI inside the customer’s infrastructure, with air-gapped deployment available.A local or remote Evidently service can be run with filesystem, SQLite, Postgres or other SQL-like storage, plus S3-compatible backends.
SupportAX Free includes community troubleshooting support, AX Pro includes email support and AX Enterprise includes dedicated support.Community support is provided through Discord, GitHub issue reporting, documentation, courses and direct email contact.

Arize AX plans

  • AX FreeFree
  • AX Pro$50 a month
  • AX EnterprisePriced on request

Evidently AI plans

  • DeveloperFree
  • Open-sourceFree
  • Pro$80 a month
  • EnterprisePriced on request
  • StartupsPriced on request

Pick Arize AX if…

It suits teams building and operating AI agents that need tracing, evaluations, and experiments. Self-hosted deployment is an option for teams that want observability systems inside their own infrastructure.

Pick Evidently AI if…

It suits teams evaluating or monitoring AI applications and predictive ML models, including those that want open-source tooling or a hosted platform. Its synthetic-data and red-team capabilities may also suit teams assessing adversarial inputs and risks.

Charts they share