# Oracle: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 11 judge labels across 9 categories by 7 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/oracle

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Marketing resource management](https://www.gane.ai/index/gtm/marketing/marketing-resource-management/index.md) | 0% | 93 | 50% | 2 |
| [Order management systems](https://www.gane.ai/index/gtm/revops/order-management-systems/index.md) | 0% | 151 | 50% | 2 |
| [Client onboarding platforms](https://www.gane.ai/index/gtm/customer/client-onboarding/index.md) | 0% | 124 | 100% | 1 |
| [Contract lifecycle management and e-signature](https://www.gane.ai/index/gtm/revops/contract-lifecycle-management-and-e-signature/index.md) | 0% | 77 | 100% | 1 |
| [Conversational marketing platforms](https://www.gane.ai/index/gtm/marketing/conversational-marketing/index.md) | 0% | 95 | 100% | 1 |
| [Customer education and LMS](https://www.gane.ai/index/gtm/customer/customer-education-and-lms/index.md) | 0% | 85 | 100% | 1 |
| [Ecommerce search and merchandising](https://www.gane.ai/index/gtm/marketing/ecommerce-search-and-merchandising/index.md) | 0% | 50 | 100% | 1 |
| [Field sales tools](https://www.gane.ai/index/gtm/sales/field-sales-tools/index.md) | 0% | 82 | 100% | 1 |
| [Pricing optimization](https://www.gane.ai/index/gtm/revops/pricing-optimization/index.md) | 0% | 47 | 0% | 1 |

## What the models said for it

- "SAP (BRIM), Oracle (Subscription Management), Salesforce (Revenue Cloud) – If your need is deeply embedded in the sales motion." (MiniMax M2.5, Pricing optimization)

## And against it

- "do not try to use enterprise-heavy software (like Oracle, SAP, or heavy custom Salesforce setups) for standard client onboarding" (Qwen 3.7 Flash, Client onboarding)
- "avoid pure startups or ultra-enterprise options like Oracle that might overcomplicate" (Grok 4.20, Field sales)
- "certain SAP or Oracle contract management tools) may suffer from: Reduced innovation, Integration challenges, Support quality decline" (Kimi K2, CLM)
- "Enterprise-heavy mentions (evaluate if you anticipate rapid growth): Adobe Workfront, SAP, Oracle" (Grok 4.20, Marketing resource mgt)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| 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 | 4 | 4 |
| 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 | 2 | 2 |
| Kimi K2 | 0 | 0 | 0 | 1 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Oracle, from 24 of the 32 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 10
- softwareadvice.com: 6
- capterra.com: 4
- gane.ai/index: 3
- guideflow.com: 3
- reddit.com: 3
- sourceforge.net: 3
- topbusinesssoftware.com: 3
- blueyonder.com: 2
- business.adobe.com: 2

### Pages cited

- https://blueyonder.com/solutions/order-management-and-commerce: 2
- https://forrester.com/report/the-marketing-resource-management-technologies-landscape-q2-2024/RES180804: 2
- https://g2.com/categories/marketing-resource-management: 2
- https://marketful.com/best-marketing-resource-management-software: 2
- https://selecthub.com/inventory-management/order-management-software: 2
- https://softwareworld.co/pricing-optimization-software: 2
- https://viewpointanalysis.com/post/order-management-software-options-2026: 2
- https://virtocommerce.com/blog/b2b-pricing-tools-software: 2

## The company

Oracle Corporation; https://www.oracle.com/; Bengaluru, India; founded 1977; about 162,000 employees (2025); public, ORCL on Nasdaq. From Wikidata, fetched 2026-09-14.

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