# Arize AI: how AI models rank it, October 2026

IT AI Recommendation Index, October 2026 Edition. Named in 7 judge labels across 2 categories by 6 of 14 models. Page: https://it-ai-index.com/vendors/arize-ai/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| AI governance platforms | 4% | 8 | 0% | 5 |
| LLM gateways and observability | 0% | 20 | 0% | 2 |

## What the models said for it

- "If you need essentially free LLM tracing/observability: Arize Phoenix open source or LiteLLM + Guardrails AI free tier." (Muse Glimmer 30B, AI governance)
- "start with free/open-source options like Bifrost or Arize if you have technical resources" (Claude Haiku 4.5, AI governance)
- "If your team consists of heavy data scientists... Arize is the superior choice." (Qwen 3.7 Flash, LLM gateways)
- "Best For: Teams already deeply integrated into the ML Ops ecosystem." (Qwen 3.7 Flash, LLM gateways)

## In its own words

What Arize AI's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: Continuously improve AI agents with agent observability, evaluation, tracing, and experimentation. (https://arize.com/)
- For: AI engineers (https://arize.com/)
- Price stated: Free; $50 per month; Custom (https://arize.com/pricing)
- Starting price: Free (https://arize.com/pricing)
- Free plan or trial: Free tier (https://arize.com/pricing)
- Integrations claimed: 40 (https://arize.com/)
- Certifications: SOC 2 Type II, ISO 27001, PCI DSS, HIPAA, GDPR
- Hosting: Google Cloud, AWS, Azure, self-hosted, US or EU or CA
- Customers named: Wayfair, Pager Duty, TripAdvisor, LG Uplus, TheFork, Booking.com, Handshake, Atropos Health

## What it publishes

Every page arize.com exposes, read 2026-09-29: 2393 addresses. By kind, pages and the last 90 days:

- blog: 584 pages, 52 in the last 90 days, latest 2026-09-28
- case study: 11 pages, 8 in the last 90 days, latest 2026-09-24
- conference or event: 5 pages, 0 in the last 90 days, latest 2026-02-10
- report or ebook: 15 pages, 4 in the last 90 days, latest 2026-07-30
- comparison: 31 pages, 2 in the last 90 days, latest 2026-09-23
- template or tool: 8 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 255 pages, 0 in the last 90 days, latest 2023-12-14
- podcast or video: 2 pages, 1 in the last 90 days, latest 2026-09-29
- news or press: 31 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-29 podcast or video: Ai podcasts https://arize.com/ai-podcasts
- Recent: 2026-09-28 blog: Jev llm judge consistency https://arize.com/blog/jev-llm-judge-consistency/
- Recent: 2026-09-28 blog: Arize ax jev as a judge https://arize.com/blog/arize-ax-jev-as-a-judge/
- Recent: 2026-09-25 blog: Code mode in the browser https://arize.com/blog/code-mode-in-the-browser
- Recent: 2026-09-24 blog: Jev remote evaluator https://arize.com/blog/jev-remote-evaluator
- Recent: 2026-09-24 case study: Atropos health llm observability https://arize.com/customers/atropos-health-llm-observability

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, October 2026 Edition, it-ai-index.com.