2 categories · RankedArize AI
Arize AI is an observability product for machine learning and LLM applications, covering production-scale tracing and evaluations, with a focus on retrieval-augmented generation (RAG) · arize.com ↗
Why models recommend it
“Particularly strong for tracing, evaluation, debugging, and monitoring; it is less centered on regulatory workflow management.”Perplexity Sonar · Comparative question · alternative
“Primarily an ML observability platform with strong governance extensions... lighter on full regulatory compliance”Grok 4.20 · Comparative question · alternative
“Best For: AI engineering and ML teams wanting unified LLM/agent observability at scale”Kimi K2 · Comparative question · alternative
“Best for Companies Building Custom AI / LLM B2B Products: Arize AI or Fiddler AI”Gemini 3.5 Flash · Paraphrase question · alternative
What gives them pause
No model argued against it.
Also on the shortlist
The products named in the same answers as Arize AI, over the 30 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 20 | 10 | View → | |
| 20 | 1 | View → | |
| 17 | 3 | View → | |
| 14 | 1 | View → | |
| 14 | 0 | View → | |
| 11 | 0 | View → | |
| 7 | 5 | View → | |
| 7 | 1 | View → | |
| 7 | 0 | View → | |
| 6 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Arize AI's own site, not checked by Gane.
- For
- AI engineers
- Price stated
- Free; $50 per month; Custom
- Starting price
- Free
- Free plan or trial
- Free tier
- Integrations
- 40
- 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
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 26 of the 30 answers that named Arize AI and are not a share of its labels.
Domains cited
Sixty-three of the seventy-one domain citations in answers naming Arize AI came from a third party's page. Eight 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 | 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 |
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.