# Neumann: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/neumann

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data management platforms](https://www.gane.ai/index/gtm/gtm-data/data-management-platforms/index.md) | 0% | 154 | 100% | 1 |

## And against it

- "Traditional Standalone 3rd-Party DMPs (e.g., Lotame, Permutive, Neumann)... approach contract negotiations with caution" (Gemini 3.5 Flash, DMP)

## 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 | 0 | 0 |
| 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 | 0 | 0 |
| 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 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Neumann, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- adweek.com: 1
- businessinsider.com: 1
- docs.liveramp.com: 1
- forrester.com: 1
- granitedatapro.com: 1
- gumgum.com: 1
- mavlers.com: 1
- ppc.land: 1

### Pages cited

- https://adweek.com/programmatic/why-oracle-advertising-is-really-shutting-down: 1
- https://businessinsider.com/oracle-shuts-down-advertising-business-after-spending-over-four-billion-2024-6: 1
- https://docs.liveramp.com/connect/en/announcement--salesforce-audience-studio-dmp--krux--end-of-life-is-february-1,-2024--1-29-24-.html: 1
- https://forrester.com/blogs/oracle-exits-the-advertising-business: 1
- https://granitedatapro.com/marketing-automation/salesforce-advertising-studio-retirement: 1
- https://gumgum.com/blog/oracle-advertising-is-shutting-down: 1
- https://mavlers.com/blog/salesforce-advertising-studio-sunset-data-cloud-ad-audiences-migration: 1
- https://ppc.land/oracle-announces-end-of-life-for-advertising-products-and-services: 1

## 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.