# SAP: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 21 judge labels across 11 categories by 9 of 14 models. Page: https://www.gane.ai/index/it/vendors/sap

## 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% | 87 | 62% | 8 |
| [IT financial management](https://www.gane.ai/index/it/operations/it-financial-management/index.md) | 0% | 145 | 33% | 3 |
| [Data virtualization](https://www.gane.ai/index/it/it-data/data-virtualization/index.md) | 0% | 99 | 50% | 2 |
| [AI governance platforms](https://www.gane.ai/index/it/it-data/ai-governance-platforms/index.md) | 0% | 128 | 0% | 1 |
| [API management](https://www.gane.ai/index/it/developer/api-management/index.md) | 0% | 45 | 0% | 1 |
| [Data quality and observability](https://www.gane.ai/index/it/it-data/data-quality-and-observability/index.md) | 0% | 133 | 100% | 1 |
| [Data warehouses](https://www.gane.ai/index/it/it-data/data-warehouses/index.md) | 0% | 41 | 100% | 1 |
| [Embedded analytics](https://www.gane.ai/index/it/it-data/embedded-analytics/index.md) | 0% | 59 | 0% | 1 |
| [IT service management](https://www.gane.ai/index/it/operations/it-service-management/index.md) | 0% | 52 | 100% | 1 |
| [Workflow orchestration](https://www.gane.ai/index/it/it-data/workflow-orchestration/index.md) | 0% | 96 | 100% | 1 |
| [Workforce identity and SSO](https://www.gane.ai/index/it/identity/workforce-identity-and-sso/index.md) | 0% | 55 | 100% | 1 |

## What the models said for it

- "Recognized for its enterprise-grade embedded analytics" (Mistral Small, Embedded analytics)

## And against it

- "Avoid pure enterprise giants like SAP, IBM, or Oracle unless you have heavy legacy investments" (Grok 4.20, Data virtualization)
- "What I'd Avoid for Mid-Sized B2B | Informatica / Collibra / SAP / Oracle" (Kimi K2, Data observability)
- "Avoid heavier enterprise options like Teradata, Oracle, or SAP" (Grok 4.20, Data warehouses)
- "or enterprise-only like SAP if you're truly mid-market" (Grok 4.20, IT financial mgmt)

## 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 | 1 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 1 | 5 | 6 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 3 | 4 |
| Kimi K2 | 0 | 0 | 0 | 3 | 3 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 2 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named SAP, from 49 of the 57 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 16
- atrocore.com: 14
- research.isg-one.com: 13
- gane.ai/index: 10
- softwareadvice.com: 10
- capterra.com: 9
- profisee.com: 9
- gartner.com: 8
- sourceforge.net: 8
- ciopages.com: 7

### Pages cited

- https://atrocore.com/en/blog/best-master-data-management-tools: 9
- https://research.isg-one.com/buyers-guide/analytics_and_data/master_data_management/2024: 8
- https://softwareadvice.com/master-data-management/small-business: 7
- https://profisee.com/30-best-master-data-management-tools: 6
- https://atrocore.com/en/blog/master-data-management-tools: 5
- https://costanalyst.ai/best/apptio-vs-servicenow: 5
- https://profisee.com/pricing: 5
- https://softwarereviews.com/press-releases/data-quadrant-awards-2024-master-data-management: 5

## In its own words

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

- Positioning: Explore market-leading software and technology from SAP. Become an intelligent, sustainable enterprise with the best in cloud, platform, and sustainability solutions – no matter your industry or size. (https://sap.com/)
- For: businesses (https://www.sap.com/about/trust-center/security/cloud-erp-security.html)
- Customers named: Fresenius, MAHLE, EdERSA, Camposol

## What it publishes

Every page sap.com exposes, read 2026-09-29: 20663 addresses. By kind, pages and the last 90 days:

- blog: 677 pages, 0 in the last 90 days, latest undated
- case study: 29 pages, 0 in the last 90 days, latest 2023-10-01
- webinar or virtual event: 10 pages, 0 in the last 90 days, latest undated
- conference or event: 146 pages, 0 in the last 90 days, latest 2026-05-01
- report or ebook: 98 pages, 0 in the last 90 days, latest 2025-04-01
- comparison: 21 pages, 0 in the last 90 days, latest undated
- template or tool: 13 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 183 pages, 0 in the last 90 days, latest 2023-08-01
- podcast or video: 2 pages, 1 in the last 90 days, latest 2026-09-24
- news or press: 1797 pages, 92 in the last 90 days, latest 2026-09-28
- Recent: 2026-09-28 news or press: Submissions officially open 2027 sap innovation awards https://news.sap.com/2026/09/submissions-officially-open-2027-sap-innovation-awards/
- Recent: 2026-09-28 news or press: Coming soon customer influence feedback experience https://news.sap.com/2026/09/coming-soon-customer-influence-feedback-experience/
- Recent: 2026-09-28 news or press: Sap nvidia openshell auditable ai agents enterprise systems https://news.sap.com/2026/09/sap-nvidia-openshell-auditable-ai-agents-enterprise-systems/
- Recent: 2026-09-28 news or press: Sap connect 2026 media analyst program https://news.sap.com/press-room/sap-connect-2026-media-analyst-program/
- Recent: 2026-09-24 news or press: Sap apphaus network partner bluestonex builds the bridge https://news.sap.com/2026/09/sap-apphaus-network-partner-bluestonex-builds-the-bridge/
- Recent: 2026-09-24 podcast or video: Autonomous enterprise podcast lesssons 16 executive conversations https://news.sap.com/2026/09/autonomous-enterprise-podcast-lesssons-16-executive-conversations/

## 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.