# AWS Astra: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/it/vendors/aws-astra

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [NoSQL databases](https://www.gane.ai/index/it/it-data/nosql-databases/index.md) | 0% | 53 | 100% | 1 |

## And against it

- "Offer managed experience but not needed for a strict budget." (GLM 4.7 FlashX, NoSQL)

## 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 | 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 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 1 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named AWS Astra, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- afit.edu: 1
- capterra.com: 1
- couchbase.com: 1
- databasefaqs.com: 1
- gane.ai/index: 1
- learn.microsoft.com: 1
- mongodb.com: 1
- redis.io: 1
- reliasoftware.com: 1
- ropstam.com: 1

### Pages cited

- https://afit.edu/BIOS/publications/TheCaseforNoSQLonaSingleDesktopcameraready.pdf: 1
- https://capterra.com/p/127374/MongoDB: 1
- https://couchbase.com/downloads: 1
- https://databasefaqs.com/is-mongodb-free: 1
- https://www.gane.ai/index/it/it-data/nosql-databases/smb: 1
- https://learn.microsoft.com/en-us/azure/cosmos-db/total-cost-ownership: 1
- https://mongodb.com/pricing: 1
- https://mongodb.com/resources/basics/databases/cloud-databases/free-cloud-database: 1

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.