# Oracle Autonomous Data Warehouse: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 1 category by 5 of 14 models. Page: https://www.gane.ai/index/it/vendors/oracle-autonomous-data-warehouse

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data warehouses](https://www.gane.ai/index/it/it-data/data-warehouses/index.md) | 0% | 43 | 80% | 5 |

## And against it

- "Avoid these for new projects unless you have existing enterprise agreements" (Gemini 3.5 Flash, Data warehouses)
- "Be Cautious With: Oracle ADW if you need flexible pricing or complex JSON processing" (Kimi K2, Data warehouses)
- "Oracle ADW (single-provider, limited hybrid flexibility)." (GLM 4.7 FlashX, Data warehouses)
- "exist but are less dominant in broad enterprise adoption" (Grok 4.20, Data warehouses)

## 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 | 1 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 1 | 1 |
| 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 | 1 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 1 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 1 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Oracle Autonomous Data Warehouse, from 10 of the 13 answers that named it (only the models that return a source list).

### Domains cited

- atlan.com: 4
- clickhouse.com: 4
- recordlydata.com: 4
- datanami.com: 3
- double.cloud: 3
- fortegrp.com: 3
- kanerika.com: 3
- res.cloudinary.com: 3
- airbyte.com: 2
- cloudera.com: 2

### Pages cited

- https://atlan.com/best-cloud-data-warehouses: 4
- https://recordlydata.com/blog/the-state-of-cloud-data-warehouses-2024-edition: 4
- https://clickhouse.com/resources/engineering/choosing-cloud-data-warehouse: 3
- https://datanami.com/top-cloud-data-warehouses-for-the-enterprise: 3
- https://fortegrp.com/insights/best-cloud-data-warehouse: 3
- https://kanerika.com/blogs/cloud-data-warehouse: 3
- https://res.cloudinary.com/talend/image/upload/v1708893202/qlik/docs/resource-library/ebooks/resource-eb-comparison-guide-top-cloud-data-warehouse-for-the-enterprise-en_fmaxgo.pdf: 3
- https://airbyte.com/top-etl-tools-for-sources/best-cloud-data-warehouses: 2

## In its own words

What Oracle Autonomous Data Warehouse's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: Develop scalable AI-powered apps with any data using built-in AI capabilities. Use your choice of large language model and deploy in any cloud or your data center. (https://www.oracle.com/autonomous-database)
- For: developers (https://www.oracle.com/autonomous-database)
- Price stated: Get started at the lowest cost; you only pay for what you use. (https://www.oracle.com/apac/autonomous-database)
- Free plan or trial: Oracle Cloud offers a Free Tier with a 30-day free trial and always-free services. (https://www.oracle.com/autonomous-database)
- Integrations claimed: 100 (https://www.oracle.com/autonomous-database)
- Certifications: FedRAMP, HIPAA, PCI DSS, SOC 1, SOC 2
- Hosting: OCI, AWS, Azure, Google Cloud, Exadata Cloud@Customer, Oracle Cloud Infrastructure (OCI), Microsoft Azure, Oracle Cloud
- Customers named: Oracle Fusion Applications, NetSuite, PeopleSoft, JD Edwards, Siebel

## 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.
