# ContentFuse / ContentForce: 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/contentfuse-contentforce

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [SEO and content optimization platforms](https://www.gane.ai/index/gtm/marketing/seo-content-optimization/index.md) | 0% | 60 | 0% | 1 |

## 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 | 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 | 1 | 0 | 1 |
| 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 ContentFuse / ContentForce, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- apix-drive.com: 1
- athenahq.ai: 1
- blog.hubspot.com: 1
- content-and-marketing.com: 1
- forbes.com: 1
- frase.io: 1
- g2.com: 1
- guideflow.com: 1
- jasminedirectory.com: 1
- rankability.com: 1

### Pages cited

- https://apix-drive.com/en/blog/reviews/top-seo-tools-in-2024: 1
- https://athenahq.ai/blog/best-ai-seo-tools: 1
- https://blog.hubspot.com/marketing/content-optimization-tools: 1
- https://blog.hubspot.com/website/content-optimization-tools: 1
- https://content-and-marketing.com/blog/7-best-content-optimization-tools-2024: 1
- https://forbes.com/advisor/uk/business/software/best-seo-tools: 1
- https://frase.io/blog/best-seo-content-platforms: 1
- https://frase.io/vs: 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.