# Amazon Web Services: how AI models rank it, September 2026

IT AI Recommendation Index, September 2026 Edition. Named in 59 judge labels across 2 categories by 12 of 12 models. Page: https://it-ai-index.com/vendors/amazon-web-services/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Cloud hosting | 29% | 1 | 17% | 58 |
| Managed relational databases | 2% | 18 | 0% | 1 |

## What the models said for it

- "AWS is usually considered the most comprehensive cloud platform, with the broadest range of services and the deepest ecosystem." (GPT-5.4 mini, Cloud hosting)
- "the best starting point is usually Oracle Cloud Free Tier (Autonomous Database) or AWS Free Tier (Amazon RDS / Aurora)" (GLM 4.7 FlashX, Managed databases)
- "If you have no strong existing-preference signal: AWS. It's the safest, most flexible choice for a mid-sized B2B company" (DeepSeek V4 Flash, Cloud hosting)
- "Choose AWS if you are building a complex, highly scalable application and have the technical expertise to manage it." (Qwen 3.7 Flash, Cloud hosting)

## And against it

- "Avoid big clouds like AWS/GCP/Azure for tiny budgets" (Grok 4.1 Fast, Cloud hosting)
- "Hyperscalers (AWS, Azure, GCP): Best if you need incredibly complex, cutting-edge services... However, they are highly complex and can be very expensive." (Gemini 3.5 Flash, Cloud hosting)
- "A major trap for budget-conscious companies is choosing "hyperscalers" like AWS, Google Cloud, or Microsoft Azure" (Gemini 3.5 Flash, Cloud hosting)
- "powerful, but usually more expensive and more complex for small-budget teams unless you carefully optimize" (GPT-5.4 mini, Cloud hosting)

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, September 2026 Edition, it-ai-index.com.