AI governance platforms · Named, not rankedArize AX
Arize AX is a commercial platform from Arize for observability and evaluation of machine learning models and LLM applications across their lifecycle · arize.com ↗
Named, too few times to rank.
A product needs 10 labels in a category before a share is stated. Arize AX has 2.
Why models recommend it
No positive label carried a quote.
What gives them pause
No model argued against it.
Also on the shortlist
The products named in the same answers as Arize AX, over the 15 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 9 | 0 | View → | |
| 6 | 2 | View → | |
| 6 | 0 | View → | |
| 6 | 0 | View → | |
| 5 | 4 | View → | |
| 5 | 0 | View → | |
| 4 | 1 | View → | |
| 4 | 0 | View → | |
| 3 | 0 | View → | |
| 3 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Arize AX's own site, not checked by Gane.
- For
- AI Engineers
- Price stated
- Free tier to self-hosted.
- Starting price
- 0
- Free plan or trial
- Free tier
- Integrations
- 40
- Certifications
- SOC 2 Type II, ISO 27001, PCI DSS, HIPAA, GDPR
- Hosting
- US or EU or CA
- Customers named
- Wayfair, Pager Duty, TripAdvisor, LG Uplus, TheFork, Booking.com, Handshake, PagerDuty
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 12 of the 15 answers that named Arize AX and are not a share of its labels.
Domains cited
Thirty of the thirty-four domain citations in answers naming Arize AX came from a third party's page. Four were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages cited
Pages are listed as the models cited them.
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 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| 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 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |
What it publishes
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 584 | 52 | 2026-09-28 | Observability, LLM gateways | |
| Glossary or explainer | 255 | 0 | 2023-12-14 | LLM gateways | |
| Comparison | 31 | 2 | 2026-09-23 | ||
| News or press | 31 | undated | Observability | ||
| Report or ebook | 15 | 4 | 2026-07-30 | ||
| Case study | 11 | 8 | 2026-09-24 | ||
| Template or tool | 8 | undated | |||
| Conference or event | 5 | 0 | 2026-02-10 | ||
| Podcast or video | 2 | 1 | 2026-09-29 |
Most recent
- 2026-09-29Ai podcasts podcast or video
- 2026-09-28Jev llm judge consistency blog
- 2026-09-28Arize ax jev as a judge blog
- 2026-09-25Code mode in the browser blog
- 2026-09-24Jev remote evaluator blog
- 2026-09-24Atropos health llm observability case study
How it is countedHide how it is counted
Every page arize.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.