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Arize AI vs Evidently AI: Pricing and Ratings Compared (2026)

Entry prices and free plans as read on each vendor's pricing page, and user ratings as published on review sites, for Arize AI and Evidently AI side by side. This page compares data; it is not a hands-on review.

On the data: On the data below the two are close or not directly comparable, so we do not name a winner for this pair.

Data comparison compiled by Toolradar, not hand-reviewed Methodology
Data comparison 48 user reviews compared Pricing checked Oct 11, 2026

Short on time? Here's the quick answer

Based on published vendor pricing and features and on public review data, here's who should pick what:

Arize AI

The AI & Agent Engineering Platform for LLM observability, evaluation, and development.

Best for you if:

  • • You want provides a comprehensive, unified platform for the entire AI lifecycle from development to production

Evidently AI

Evaluate and monitor your AI systems for safety, reliability, and performance.

Best for you if:

  • • You want built on a popular open-source framework with a large community
At a glance: Arize AI vs Evidently AI
At a Glance
Arize AI Arize AI
Evidently AI Evidently AI
Starts at
Free plan, paid from $50/mo, billed monthly AX Pro plan
Free plan, paid from $50/mo, billed monthly Pro plan
Category
AI Observability AI Prompt Tools
AI Observability Testing & QA
Rating
4.3/5 G2 4.3 48 reviews n/a
Free plan
Yes Yes
Watch out for
Self-hosting is an Enterprise add-on Overage fees for data rows not explicitly stated

Choose Arize AI or Evidently AI?

Arize AI

Choose Arize AI if

  • You want provides a comprehensive, unified platform for the entire AI lifecycle from development to production
  • You want offers advanced evaluation capabilities like LLM-as-a-Judge and human annotation for robust AI
Evidently AI

Choose Evidently AI if

  • You want built on a popular open-source framework with a large community
  • You want comprehensive suite of metrics and evaluation capabilities for various AI systems

In-Depth Analysis

Arize AI Arize AI

The AI & Agent Engineering Platform for LLM observability, evaluation, and development.

Good value

Arize AI offers a generous free tier (AX Free) and an open-source option (Phoenix), making it highly accessible for individual developers and small teams.

Watch out

Self-hosting is an Enterprise add-on

Strengths

  • Pro: Provides a comprehensive, unified platform for the entire AI lifecycle from development to production.
  • Pro: Offers advanced evaluation capabilities like LLM-as-a-Judge and human annotation for robust AI.
  • Pro: Built on open standards and open-source components, promoting transparency and flexibility.
  • Pro: Includes an AI assistant (Alyx) to aid in debugging and accelerate development.
  • Pro: Scalable for enterprise use with features like custom data limits, SOC2, and HIPAA compliance.

Weaknesses

  • Con: The complexity of features might have a learning curve for new users.
  • Con: Pricing for higher tiers is custom, which may require direct engagement with sales.
  • Con: Specific limitations on trace spans and ingestion volume for free and lower-paid tiers.

Key features

LLM Observability & Evaluation Platform Agent Tracing LLM-as-a-Judge Evaluation Prompt Optimization & Management Real-time Monitoring and Dashboards Human Annotation and Labeling Queues

Evidently AI Evidently AI

Evaluate and monitor your AI systems for safety, reliability, and performance.

Good value

Evidently AI offers a generous free Developer tier, making it highly accessible for individual users and small projects.

Watch out

Overage fees for data rows not explicitly stated

Strengths

  • Pro: Built on a popular open-source framework with a large community.
  • Pro: Comprehensive suite of metrics and evaluation capabilities for various AI systems.
  • Pro: Supports both LLM-powered and traditional ML models.
  • Pro: Offers continuous testing and monitoring to catch issues early.
  • Pro: Provides advisory services and training for effective implementation.

Weaknesses

  • Con: Advanced features like synthetic data and adversarial testing are in higher-tier plans.
  • Con: Pricing for higher tiers can be significant for smaller teams.
  • Con: Requires integration into existing AI/ML pipelines.

Key features

Automated evaluation of output accuracy, safety, and quality Synthetic data generation for realistic, edge-case, and adversarial inputs Continuous testing with live dashboards for performance tracking Adherence to guidelines and format checking Hallucination and factuality detection PII detection

Plans and prices: Arize AI vs Evidently AI

Plans and prices of Arize AI and Evidently AI, as read on each vendor's pricing page. Each plan keeps its own billing unit.
Tool Plans and prices Source
Arize AI
  • Phoenix: Free
  • AX Free: Free
  • AX Pro: $50/mo, billed monthly
  • AX Enterprise: Custom pricing
arize.com/pricing read Oct 11, 2026
Evidently AI
  • Developer: Free
  • Pro: $50/mo, billed monthly
  • Expert: $399/mo, billed monthly
  • Enterprise: Custom pricing
  • Startups: Custom pricing
evidentlyai.com/pricing read Oct 8, 2026

Prices as read on each vendor's own pricing page on the date shown. Plans are listed per tool and are not matched against the other tool's plans: a plan name or price in one column says nothing about the same row in the other. Details on Arize AI pricing and Evidently AI pricing.

Key Takeaways

Arize AI

  • Choose if you want the AI & Agent Engineering Platform for LLM observability, evaluation, and development

Evidently AI

  • Choose if you want evaluate and monitor your AI systems for safety, reliability, and performance

What the data shows

On the data below the two are close or not directly comparable, so we do not name a winner for this pair.

  • Only Arize AI has a published user rating (4.3/5 from 48 reviews); Evidently AI has none we can show.
  • Both start at the same entry price ($50/mo, billed monthly).
  • Both have a free plan.

Criteria: user rating (only above 20 reviews on both sides, gap of 0.2 or more), entry price (only on the same billing basis), free plan. How we rate

Frequently Asked Questions

How do Arize AI and Evidently AI compare in 2026?

On the data below the two are close or not directly comparable, so we do not name a winner for this pair. Only Arize AI has a published user rating (4.3/5 from 48 reviews); Evidently AI has none we can show. Both start at the same entry price ($50/mo, billed monthly). Both have a free plan.

What are Arize AI and Evidently AI used for?

Arize AI: The AI & Agent Engineering Platform for LLM observability, evaluation, and development. Evidently AI: Evaluate and monitor your AI systems for safety, reliability, and performance.

What does Arize AI cost vs Evidently AI?

Arize AI's cheapest paid plan is AX Pro at $50/mo, billed monthly; it also has a free plan. Evidently AI's cheapest paid plan is Pro at $50/mo, billed monthly; it also has a free plan. Prices read on the vendors' pricing pages, latest check Oct 11, 2026.

What's the main difference between Arize AI and Evidently AI?

Arize AI's main strength: provides a comprehensive, unified platform for the entire AI lifecycle from development to production. Evidently AI's main strength: built on a popular open-source framework with a large community.

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