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Head to head · 2026

Arize vs Evidently AI

Pricing, free plans, ratings, features, pros and cons, side by side. Where one comes out ahead, we mark it.

Arize

Grew from traditional ML monitoring into a $1B+ AI engineering platform for evaluating agents in production

4.2Not listed

Visit Arize (opens Arize in a new tab)

Evidently AI

LLM-as-a-Judge evaluation with 100+ built-in metrics for hallucinations, toxicity, and PII - open-source, 7,500+ GitHub stars,…

3.7Free

Visit Evidently AI (opens Evidently AI in a new tab)

Who comes out ahead

Based only on the facts in our directory. The right pick still depends on the job you need done.

  • Lower starting price

    Not comparable

    Not comparable: Arize does not list a price

  • Free plan

    Evidently AI

    Only Evidently AI has one

  • Higher rating

    Arize

    4.2 against 3.7

  • Same job?

    Yes

    Both are AI Infrastructure & Agent Tooling tools

Side by side

Compared onArizeEvidently AI
Our rating4.2Better3.7
Starts atNot listedFree
Free planNoYesBetter
CategoryAI Infrastructure & Agent ToolingAI Infrastructure & Agent Tooling
PlansSee pricingFree
Key features
  • Started in traditional ML drift and performance monitoring before expanding to LLMs
  • Open-source Arize Phoenix framework for generative AI observability
  • LLM evaluation and prompt versioning through a Prompt Hub
  • Tracing built for multi-step, conversational agent applications
  • $131M raised, valued at over $1 billion as of its February 2025 Series C
  • LLM-as-a-Judge evaluation methodology
  • 100+ built-in metrics - hallucinations, toxicity, PII detection, retrieval quality
  • Synthetic data generation for edge-case and adversarial testing
  • Continuous monitoring dashboards tracking quality drift
  • Open-source under Apache 2.0, 7,500+ GitHub stars
Pros
  • Covers both traditional ML monitoring and generative AI evaluation in one platform
  • Open-source Phoenix framework gives a free, inspectable starting point before adopting the full platform
  • Billion-dollar valuation and $131M raised signal real staying power
  • Fully open-source (Apache 2.0) - no vendor lock-in or opaque pricing
  • Real, notable enterprise adoption (DeepL, Wise, Plaid, Databricks)
  • Covers the full lifecycle - evaluation, synthetic testing, and ongoing monitoring
Cons
  • Enterprise pricing isn't published, so budgeting requires a sales conversation
  • Broad scope spanning classic ML and generative AI can mean more setup than a single-purpose LLM tool
  • Competes directly against well-funded peers like Braintrust and LangSmith in a crowded observability market
  • Open-source self-hosting requires real technical setup and maintenance
  • No managed/hosted pricing tier detailed on the page reviewed
  • Best suited to teams with dedicated MLOps or ML infrastructure capacity
CompanyArize AI, founded 2020Evidently AI

Prices come from each vendor's pricing page, last checked 20260826. Check the vendor before you buy.

FAQ

Questions people ask

Is Arize better than Evidently AI?

In our reviews Arize scores 4.2 and Evidently AI scores 3.7. The better pick depends on the job. Arize: Grew from traditional ML monitoring into a $1B+ AI engineering platform for evaluating agents in production. Evidently AI: LLM-as-a-Judge evaluation with 100+ built-in metrics for hallucinations, toxicity, and PII - open-source, 7,500+ GitHub stars, used by DeepL, Wise, Plaid, and Databricks.

Which is cheaper, Arize or Evidently AI?

Arize: see pricing. Evidently AI: free.

Do Arize and Evidently AI have free plans?

Only Evidently AI has a free plan.

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