# Forbes BrandVoice: 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/forbes-brandvoice

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Native and content advertising](https://www.gane.ai/index/gtm/marketing/native-and-content-advertising/index.md) | 0% | 33 | 0% | 1 |

## What the models said for it

- "Reaches C-suite and business leaders" (Claude Haiku 4.5, Native ads)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| 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 Forbes BrandVoice, from 1 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- businessofapps.com: 1
- en.wikipedia.org: 1
- eplatformmarketing.com: 1
- realize.com: 1
- smartyads.com: 1
- taboola.com: 1

### Pages cited

- https://businessofapps.com/insights/ranking-ad-networks-on-ad-quality-and-safety: 1
- https://en.wikipedia.org/wiki/Taboola: 1
- https://eplatformmarketing.com/ppc/yahoo-ads.html: 1
- https://realize.com/marketing-hub/native-advertising-platform: 1
- https://smartyads.com/blog/best-native-advertising-platforms: 1
- https://taboola.com/press-releases/taboola-and-yahoo-close-deal: 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.