# Amazon Neptune: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 7 judge labels across 1 category by 6 of 14 models. Page: https://www.gane.ai/index/it/vendors/amazon-neptune

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [NoSQL databases](https://www.gane.ai/index/it/it-data/nosql-databases/index.md) | 0% | 15 | 0% | 7 |

## What the models said for it

- "Graph Data: Use Neo4j or Amazon Neptune, not general-purpose NoSQL." (MiniMax M2.5, NoSQL)
- "Alternatives: Amazon Neptune or Apache AGE (graph on Postgres)." (Grok 4.20, 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 | 1 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| 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 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| 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 Amazon Neptune, from 9 of the 12 answers that named it (only the models that return a source list).

### Domains cited

- aws.amazon.com: 5 (its own site)
- couchbase.com: 5
- pingcap.com: 5
- aerospike.com: 4
- docs.aws.amazon.com: 4 (its own site)
- github.com: 4
- odbms.org: 4
- windowsforum.com: 4
- info.couchbase.com: 3
- mongodb.com: 3

### Pages cited

- https://pingcap.com/article/top-10-nosql-databases-to-consider-2024: 5
- https://aerospike.com/blog/the-best-distributed-nosql-database: 4
- https://docs.aws.amazon.com/pdfs/whitepapers/latest/choosing-an-aws-nosql-database/choosing-an-aws-nosql-database.pdf: 4
- https://odbms.org/wp-content/uploads/2014/03/Implementing_a_NoSQL_Strategy.pdf: 4
- https://aws.amazon.com/smart-business/resources-for-smb/sql-vs-nosql: 3
- https://couchbase.com/blog/pt/nosql-database-evaluation-guide: 3
- https://info.couchbase.com/nosql-evaluators-guide-lp.html: 3
- https://windowsforum.com/news/best-enterprise-nosql-databases-in-2026-latency-scale-security-consistency.406641: 3

## 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.