# Content at Scale: 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/content-at-scale

## 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% | 85 | 100% | 1 |

## And against it

- "Content at Scale – SEO Content Optimization · 24 Risk Score · 2 warnings." (Muse Glimmer 30B, SEO)

## 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 | 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 | 1 | 1 |

## Sources returned with these answers

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

### Domains cited

- aitoolsagency77.blogspot.com: 1
- averi.ai: 1
- bententerprise.com: 1
- blog.hubspot.com: 1
- dev.to: 1
- developers.google.com: 1
- erlin.ai: 1
- gane.ai/index: 1
- linkedin.com: 1
- nichepursuits.com: 1

### Pages cited

- https://aitoolsagency77.blogspot.com/2026/10/best-ai-tools-for-seo-agencies-complete.html: 1
- https://averi.ai/guides/ai-for-seo-how-to-use-it-without-getting-penalized: 1
- https://bententerprise.com/how-to-spot-seo-scam: 1
- https://blog.hubspot.com/marketing/ai-seo: 1
- https://dev.to/zny10289/best-seo-content-optimization-tools-2026-we-tested-every-major-platform-4bg4: 1
- https://dev.to/zozothemes_bd23e6d0e93b35/ai-seo-tools-in-2026-which-tasks-should-you-automate-and-which-should-you-do-manually-1d5e: 1
- https://developers.google.com/search/docs/fundamentals/third-party-seo: 1
- https://erlin.ai/blog/content-optimization-platforms: 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.