Amazon SageMaker VS Arize AI
As of 30 October 2026, Arize AI is named by 101 companies and Amazon SageMaker by 1,042; Amazon SageMaker skews to companies under 200 people (39% vs 29%), Arize AI to companies over 1,000 (48% vs 36%).
As of 30 October 2026 · refreshed daily · counts move as websites, DNS and career sites are re-read.
The website-and-DNS footprint is not comparable between a marketing suite and a CRM: Amazon SageMaker's script and mail records show on hundreds of thousands of small sites, Arize AI rarely leaves a trace outside its own apps. Compare on the job-posting numbers; use the footprint for reach.
- Amazon SageMaker: 2–200 employees
- 39%
- Arize AI: 2–200 employees
- 29%
- Amazon SageMaker: 1,000+ employees
- 36%
- Arize AI: 1,000+ employees
- 48%
- Postings per company, 90 days
- 2.8 · 2.4
- Website or DNS footprint
- 0 · 0
Who chooses which
Share of each tool's companies in every segment. "Leans" marks a gap of more than two points.
| Segment | Amazon SageMaker | share | Arize AI | share | Leans |
|---|---|---|---|---|---|
| Self-employed | 7 | 1% | 2 | 2% | even |
| 2-10 employees | 70 | 7% | 8 | 8% | even |
| 11-50 employees | 130 | 12% | 9 | 9% | Amazon SageMaker |
| 51-200 employees | 209 | 20% | 12 | 12% | Amazon SageMaker |
| 201-500 employees | 152 | 15% | 15 | 15% | even |
| 501-1000 employees | 102 | 10% | 7 | 7% | Amazon SageMaker |
| 1001-5000 employees | 169 | 16% | 19 | 19% | Arize AI |
| 5001-10000 employees | 53 | 5% | 7 | 7% | even |
| 10,001+ employees | 150 | 14% | 22 | 22% | Arize AI |
| Segment | Amazon SageMaker | share | Arize AI | share | Leans |
|---|---|---|---|---|---|
| Technology & software | 554 | 53% | 56 | 55% | Arize AI |
| Business & finance services | 235 | 23% | 21 | 21% | even |
| Manufacturing & industry | 87 | 8% | 7 | 7% | even |
| Media & content | 36 | 3% | 1 | 1% | Amazon SageMaker |
| Utilities & infrastructure | 29 | 3% | 1 | 1% | even |
| Commerce & trade | 25 | 2% | 3 | 3% | even |
| Public, community & associations | 22 | 2% | 2 | 2% | even |
| Consumer services & leisure | 14 | 1% | 1 | 1% | even |
| Health care | 12 | 1% | 6 | 6% | Arize AI |
| Automotive | 7 | 1% | – | – | outside top 12 |
| Hospitality & travel | 6 | 1% | 1 | 1% | even |
| Property & construction | 6 | 1% | 2 | 2% | even |
| Segment | Amazon SageMaker | share | Arize AI | share | Leans |
|---|---|---|---|---|---|
| United States | 687 | 66% | 76 | 75% | Arize AI |
| United Kingdom | 79 | 8% | 6 | 6% | even |
| Germany | 38 | 4% | 4 | 4% | even |
| Canada | 30 | 3% | 2 | 2% | even |
| India | 29 | 3% | – | – | outside top 12 |
| France | 23 | 2% | – | – | outside top 12 |
| Australia | 13 | 1% | – | – | outside top 12 |
| Spain | 11 | 1% | 1 | 1% | even |
| Japan | 11 | 1% | – | – | outside top 12 |
| Netherlands | 9 | 1% | 2 | 2% | even |
| Poland | 8 | 1% | – | – | outside top 12 |
| United Arab Emirates | 7 | 1% | – | – | outside top 12 |
| Austria | – | – | 2 | 2% | outside top 12 |
| Singapore | – | – | 2 | 2% | outside top 12 |
| Switzerland | – | – | 1 | 1% | outside top 12 |
| CL | – | – | 1 | 1% | outside top 12 |
| Ireland | – | – | 1 | 1% | outside top 12 |
| Italy | – | – | 1 | 1% | outside top 12 |
| Segment | Amazon SageMaker | share | Arize AI | share | Leans |
|---|---|---|---|---|---|
| Data & AI | 2,379 | 60% | 125 | 41% | Amazon SageMaker |
| Software engineering | 588 | 15% | 68 | 22% | Arize AI |
| IT operations & business systems | 262 | 7% | 49 | 16% | Arize AI |
| Product, program & project management | 97 | 2% | 10 | 3% | even |
| Sales | 68 | 2% | 7 | 2% | even |
| Customer service & success | 36 | 1% | – | – | outside top 12 |
| Engineering (non-software) | 26 | 1% | 1 | 0% | even |
| Legal, compliance & risk | 22 | 1% | 1 | 0% | even |
| General management & consulting | 19 | 0% | 3 | 1% | even |
| Marketing & communications | 11 | 0% | 2 | 1% | even |
| Finance & accounting | 9 | 0% | – | – | outside top 12 |
| Research and science | 9 | 0% | – | – | outside top 12 |
| Healthcare clinical | – | – | 4 | 1% | outside top 12 |
| Design & UX | – | – | 1 | 0% | outside top 12 |
The companies behind each column
Companies using Amazon SageMaker →
Companies using Arize AI →
mlops platforms ranked →
Quote the sentence with the date and the link. The numbers change daily; the link always shows the current ones.
Arize AI is named by 101 companies in job postings and Amazon SageMaker by 1,042; 0 name both. (Breaknorm, 30 October 2026, https://breaknorm.co/compare/amazon-sagemaker-vs-arize)
Read from the source, not self-reported
Every number on this page can be traced to a page we crawled or a posting we read. Full methodology →
- Job postingsRead hourly from career sites. A tool counts when the employer's own text names it as the team's system; both tools can count for one company.
- Website and DNSScripts and embeds on the company's pages, plus SPF, DKIM, MX and CNAME records of its domain that point at the vendor.
- SegmentsCountry, size and industry from the company profile built from its website.
- Not a reviewNo ratings, prices or feature claims. For those, read the vendors.
Amazon SageMaker vs Arize AI: questions
Which is more used, Amazon SageMaker or Arize AI?
By companies naming it in their own job postings, Amazon SageMaker (1,042) over Arize AI (101). By website-and-DNS footprint, Arize AI (0 vs 0), because its scripts and mail records sit on many small company sites.
Who chooses Amazon SageMaker?
39% of Amazon SageMaker companies have 2 to 200 employees, against 29% for Arize AI. 36% of Amazon SageMaker companies have over 1,000 employees, against 48% for Arize AI.
Do companies run both?
0 companies name both in their postings, usually Amazon SageMaker in marketing and Arize AI in sales, or during a migration.
Where do these numbers come from?
From the employer's own text in job postings read hourly from career sites, and from scripts found on company websites in our crawl. No vendor data, no surveys.
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