Arize AI Review, Pricing & Features

Arize AI offers ML and LLM observability with tracing, evals, and drift detection. Compare its free Phoenix open source tool and AX Pro pricing for 2026.

Category
Automation
Pricing
freemium, from Free (AX Free); Pro from $50/month
Verified
Not yet
Last updated
July 19, 2026
Founded
2020
Headquarters
Berkeley, California, United States

What Is Arize AI

Arize AI is an AI and machine learning observability company that helps engineering teams monitor, evaluate, and debug the performance of models and AI applications running in production. It was founded in January 2020 by Aparna Dhinakaran and Jason Lopatecki and is headquartered in Berkeley, California.

The company began with a focus on traditional ML monitoring, including drift detection and model performance dashboards, and has since expanded heavily into large language model and AI agent observability as generative AI adoption has grown across enterprises.

Arize has raised approximately 131 million dollars across four funding rounds, including a 70 million dollar Series C led by Adams Street Partners, with participation from investors such as Microsoft's M12, Datadog, and PagerDuty.

Key Features

Arize AX, the company's enterprise platform, provides session-level and span-level tracing for LLM and AI agent workflows, letting teams see exactly how a request flowed through a pipeline of model calls, tools, and retrieval steps.

The platform includes LLM-as-a-judge evaluation capabilities for automatically scoring model outputs, real-time alerting integrated with tools like PagerDuty and Slack, drift and data quality monitoring, and an AI debugging assistant called Alyx.

Arize also maintains Phoenix, a free and open-source observability and tracing library that has surpassed two million monthly downloads, giving teams a no-cost, self-hosted entry point into LLM observability before adopting the full commercial platform.

Pricing

Arize follows a freemium pricing model with four tiers. Phoenix is fully open source and free to self-host with no usage caps. AX Free is a free managed cloud plan offering 25,000 spans per month, 1 GB of ingestion, and 15-day retention.

AX Pro costs 50 dollars per month for 50,000 spans and 10 GB of ingestion with 30-day retention, with additional usage billed per million spans or per gigabyte of storage. AX Enterprise offers custom SaaS or self-hosted pricing with extended retention, dedicated support, compliance certifications, and SSO, with typical enterprise contracts reported around 60,000 dollars per year.

Key Features

Pros & Cons

Pros

  • Offers a genuinely free, open-source entry point via Phoenix with no usage caps
  • Covers both traditional ML monitoring and modern LLM/agent observability in one company
  • Backed by significant venture funding, supporting continued product development
  • AI debugging assistant helps speed up root-cause analysis
  • Enterprise tier offers strong compliance and access-control features

Cons

  • Paid AX tiers can become expensive at high span volumes due to usage-based overage pricing
  • Enterprise pricing is custom and not transparently published
  • Some advanced features are gated behind Pro or Enterprise tiers
  • Teams must choose between self-hosting Phoenix and managing AX cloud infrastructure and costs

Pricing

Frequently Asked Questions

What does Arize AI do

Arize AI provides observability and evaluation tools that help teams monitor, evaluate, and debug the performance of ML models and LLM/AI agent applications in production.

Is Arize AI free to use

Yes, Arize offers a fully free and open-source tool called Phoenix, plus a free managed AX Free tier with 25,000 spans per month.

Who founded Arize AI

Arize AI was founded in January 2020 by Aparna Dhinakaran and Jason Lopatecki.

How much does Arize AX Pro cost

Arize AX Pro costs $50 per month for 50,000 spans and 10 GB of ingestion, with additional usage billed separately.

What is Arize Phoenix

Phoenix is Arize's free, open-source AI observability and tracing tool, which can be self-hosted with no usage caps.

Who uses Arize AI

Arize is used by ML engineering teams, AI platform teams, and enterprises operating LLM and AI agent applications in production.

How much funding has Arize AI raised

Arize has raised approximately $131 million across four funding rounds, including a $70 million Series C.

What is Alyx

Alyx is Arize AX's built-in AI debugging assistant that helps engineers diagnose production issues faster.

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