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

Gane Index, November 2026 Edition. Named in 10 judge labels across 2 categories by 6 of 14 models. Page: https://www.gane.ai/index/it/vendors/arize-ai

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [AI governance platforms](https://www.gane.ai/index/it/it-data/ai-governance-platforms/index.md) | 0% | 28 | 0% | 9 |
| [LLM gateways and observability](https://www.gane.ai/index/it/it-data/llm-gateways-and-observability/index.md) | 0% | 64 | 0% | 1 |

## What the models said for it

- "Particularly strong for tracing, evaluation, debugging, and monitoring; it is less centered on regulatory workflow management." (Perplexity Sonar, AI governance)
- "Primarily an ML observability platform with strong governance extensions... lighter on full regulatory compliance" (Grok 4.20, AI governance)
- "Best For: AI engineering and ML teams wanting unified LLM/agent observability at scale" (Kimi K2, AI governance)
- "Best for Companies Building Custom AI / LLM B2B Products: Arize AI or Fiddler AI" (Gemini 3.5 Flash, AI governance)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 2 | 0 | 0 | 2 |
| Grok 4.20 | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 1 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 2 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Arize AI, from 26 of the 30 answers that named it (only the models that return a source list).

### Domains cited

- superblocks.com: 9
- gane.ai/index: 8
- github.com: 8
- capterra.com: 7
- infomineo.com: 7
- strac.io: 7
- upguard.com: 7
- aicompliancevendors.com: 6
- aimultiple.com: 6
- getmaxim.ai: 6

### Pages cited

- https://infomineo.com/artificial-intelligence/best-ai-governance-tools-in-2026-top-platforms-compared: 7
- https://strac.io/blog/best-ai-governance-tools-and-software: 7
- https://superblocks.com/blog/ai-governance-solutions: 7
- https://upguard.com/blog/best-ai-governance-platforms: 7
- https://aimultiple.com/ai-governance-tools: 6
- https://capterra.com/ai-governance-tools-software/s/small-businesses: 6
- https://www.gane.ai/index/it/it-data/ai-governance-platforms/smb: 6
- https://superblocks.com/blog/ai-governance-platform: 6

## 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://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.