# Oracle: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 33 judge labels across 14 categories by 10 of 14 models. Page: https://www.gane.ai/index/it/vendors/oracle

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Master data management](https://www.gane.ai/index/it/it-data/master-data-management/index.md) | 0% | 60 | 43% | 7 |
| [Data quality and observability](https://www.gane.ai/index/it/it-data/data-quality-and-observability/index.md) | 0% | 42 | 20% | 5 |
| [Data warehouses](https://www.gane.ai/index/it/it-data/data-warehouses/index.md) | 0% | 40 | 40% | 5 |
| [Managed relational databases](https://www.gane.ai/index/it/it-data/managed-relational-databases/index.md) | 0% | 81 | 75% | 4 |
| [IT financial management](https://www.gane.ai/index/it/operations/it-financial-management/index.md) | 0% | 86 | 0% | 2 |
| [Workflow orchestration](https://www.gane.ai/index/it/it-data/workflow-orchestration/index.md) | 0% | 111 | 100% | 2 |
| [API security platforms](https://www.gane.ai/index/it/security/api-security-platforms/index.md) | 0% | 83 | 0% | 1 |
| [Cloud security posture management](https://www.gane.ai/index/it/cloud/cloud-security-posture-management/index.md) | 0% | 46 | 0% | 1 |
| [Data masking and test data management](https://www.gane.ai/index/it/it-data/data-masking-and-test-data/index.md) | 0% | 101 | 0% | 1 |
| [Enterprise storage systems](https://www.gane.ai/index/it/cloud/enterprise-storage-systems/index.md) | 0% | 108 | 0% | 1 |
| [Internal developer portals](https://www.gane.ai/index/it/developer/internal-developer-portals/index.md) | 0% | 50 | 0% | 1 |
| [IT documentation](https://www.gane.ai/index/it/operations/it-documentation/index.md) | 0% | 78 | 100% | 1 |
| [Managed DNS](https://www.gane.ai/index/it/network/managed-dns/index.md) | 0% | 47 | 0% | 1 |
| [Non-human identity management](https://www.gane.ai/index/it/identity/non-human-identity-management/index.md) | 0% | 104 | 0% | 1 |

## What the models said for it

- "High in scalability and cloud integration; often leads in multiple ISG categories." (Grok 4.20, Data observability)
- "Oracle and IBM can be comparable but may be overkill for smaller teams" (GLM 4.7 FlashX, Data observability)
- "Praised for its customer experience and product capabilities" (Mistral Small, Master data)

## And against it

- "Avoid for mid-market: Pure enterprise tools like Oracle/IBM (too heavy/expensive)" (Grok 4.20, Orchestration)
- "Avoid legacy ones like Teradata/Oracle unless you have specific enterprise needs." (Grok 4.20, Data warehouses)
- "Avoid Oracle or enterprise SQL Server licenses unless strictly necessary." (Gemini 3.5 Flash, Managed databases)
- "What I'd Avoid for Mid-Sized B2B | Informatica / Collibra / SAP / Oracle" (Kimi K2, Data observability)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 3 | 1 | 4 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 1 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 1 | 1 |
| Grok 4.20 | 0 | 1 | 3 | 4 | 8 |
| Mistral Small | 0 | 1 | 2 | 0 | 3 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 1 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 5 | 1 | 6 |
| Kimi K2 | 0 | 0 | 1 | 3 | 4 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 4 | 0 | 4 |

## Sources returned with these answers

The sites and pages cited by the answers that named Oracle, from 64 of the 74 answers that named it (only the models that return a source list).

### Domains cited

- research.isg-one.com: 19
- g2.com: 18
- gane.ai/index: 11
- github.com: 9
- cybersecuritynews.com: 8
- semarchy.com: 8
- sourceforge.net: 8
- atrocore.com: 7
- capterra.com: 7
- kanerika.com: 7

### Pages cited

- https://research.isg-one.com/buyers-guide/analytics_and_data/master_data_management/2024: 11
- https://research.isg-one.com/market-perspectives/isg-buyers-guide-for-master-data-management-classifies-and-rates-software-providers: 6
- https://cybersecuritynews.com/best-data-masking-tools: 5
- https://semarchy.com/blog/top-master-data-management-solutions-compared: 5
- https://atrocore.com/en/blog/best-master-data-management-tools: 4
- https://capterra.co.uk/directory/31019/master-data-management/software: 4
- https://em360tech.com/top-10/data-quality-tools: 4
- https://profisee.com/30-best-master-data-management-tools: 4

## In its own words

What Oracle's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Oracle Trust Center: Our mission is securing your data (https://www.oracle.com/trust)
- For: organizations (https://www.oracle.com/trust)
- Price stated: Save $500 per person with special group pricing. (https://www.oracle.com/ai-world/partners)
- Free plan or trial: Try Oracle Cloud Free Tier (https://www.oracle.com/corporate/features/connect-analyze-integrate.html)
- Certifications: Common Criteria
- Customers named: Liberty Energy, Kobalt Music, NHS Shared Business Services, Worldline, Rappi, AV, Conduent, Renesas

## What it publishes

Every page oracle.com exposes, read 2026-09-29: 10005 addresses. By kind, pages and the last 90 days:

- blog: 11 pages, 0 in the last 90 days, latest undated
- case study: 37 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 13 pages, 0 in the last 90 days, latest undated
- conference or event: 171 pages, 0 in the last 90 days, latest undated
- report or ebook: 13 pages, 0 in the last 90 days, latest undated
- comparison: 2 pages, 0 in the last 90 days, latest undated
- template or tool: 14 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 220 pages, 0 in the last 90 days, latest undated

## 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.