ArizeThe agent observability and evaluation platform.
vs
AWSVisual low-code tool for building AWS-backed apps from Figma designs
Comparison · MLOps Platforms · weekly run Nov 2
Arize vs AWS
Which one do AI engines recommend, and how do they differ on price, fit and features?
The short answer
AWS is the stronger AI pick in MLOps Platforms: it has a visibility score of 35.7 versus 1.5 for Arize, and ranks ahead in 100% of the answers that name both.
Choose Arize if…
- AI answers describe it more positively (20% vs 16% positive)
- You need a self-hosted or on-premises option
- You need SOC 2 Type II or PCI DSS or HIPAA or GDPR coverage
Choose AWS if…
- You want the brand AI engines rank higher (35.7 vs 1.5)
- You need SOC 1 or SOC 2 or SOC 3 or ISO 27017 or ISO 27018 or ISO 27701 or PCI DSS Level 1 or FedRAMP or DoD SRG or ISO 9001 coverage
- You prefer a larger, established vendor (5,000+ employees)
- Core federation and multi-account management included at no extra charge
AI visibility side by side
Latest weekly run · Nov 2
| Metric | Arize | AWS |
|---|---|---|
| Visibility score | 1.5% | 35.7% |
| Change vs last week | New | New |
| Rank in MLOps Platforms | #34 | #4 |
| Share of voice | 0.7% | 7.5% |
| Mentions this run | 5 | 51 |
| Positive in AI answers | 20% | 16% |
The stronger value in each row is marked with a ✓.
Visibility score trend
Weekly runs over the last 60 days
Arize 0pp · AWS 0pp over 0 weekly runs.
Engine by engine
AWS leads on 3 of 3 engines
ChatGPT
AI Mode
Perplexity
ArizeAWS
Head to head in AI answers
5 engine answers name both brands
0Arize ranked higher
5AWS ranked higher
| Prompt | Engine | Arize | AWS |
|---|---|---|---|
| What should an MLOps platform integrate with? | ChatGPT | #18 | #11 |
| What should an MLOps platform integrate with? | AI Mode | #13 | #10 |
| What are the best MLOps Platforms tools in 2026? | ChatGPT | #17 | #7 |
| Alternatives to the most popular MLOps platform | Perplexity | #20 | #9 |
| Best MLOps platform with AI features | ChatGPT | #12 | #5 |
Features, pricing & fit
| Dimension | Arize | AWS |
|---|---|---|
| Pricing model | Flat tiers | — |
| Entry price | Free; paid from $50 / mo | — |
| Free plan | Yes | — |
| Deployment | SaaS, with self-hosted deployment on the Enterprise plan; Phoenix runs locally or self-hosted. | — |
| Integrations | 40+ | — |
| Compliance | SOC 2 Type II, ISO 27001, PCI DSS, HIPAA, GDPR | SOC 1, SOC 2, SOC 3, ISO 27017, ISO 27018, ISO 27701, PCI DSS Level 1, FedRAMP, DoD SRG, ISO 9001, ISO 27001 |
| Support | Community, Email, Dedicated support on Enterprise | — |
| Founded | 2020 | 2021 |
| Headquarters | — | Seattle, Washington |
| Employees | 51–200 | 5,000+ |
| Funding | Series B-1 extension · $131M raised | — |
| Best for | AI engineering teams building and running production AI agents and LLM applications who need observability and evaluations. | — |
Plans side by side
AWS
Pricing not available.
Pros and cons
Themes from the AI answers that mention each brand
Arize
Profile in progress.
AWS
- Core federation and multi-account management included at no extra charge
- Enterprise-grade reliability and uptime on AWS infrastructure
- Pay-as-you-go, usage-based pricing
- Deep integration with the AWS ecosystem and AI tools
- Recognised by analysts such as Gartner and ISG
- Requires strong AWS engineering or technical expertise
Data collected ·ChatGPT, Perplexity, Google AI Mode·coverage 100%·next run
Cite as: SlateIndex, “Arize vs AWS”, https://slateindex.ai/compare/arize-vs-aws, data of Nov 2, 2026. Licence: CC BY 4.0.