# KOZEC: 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/kozec

## 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% | 64 | 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 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

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

### Domains cited

- ahrefs.com: 1
- albato.com: 1
- authencio.com: 1
- forbes.com: 1
- github.com: 1
- kozec.ai: 1
- merchynt.com: 1
- rankability.com: 1
- reddit.com: 1
- semrush.com: 1

### Pages cited

- https://ahrefs.com/vs/semrush: 1
- https://albato.com/blog/publications/best-ai-seo-tools: 1
- https://authencio.com/blog/12-best-content-optimization-tools-for-agency-scaling: 1
- https://forbes.com/advisor/uk/business/software/best-seo-tools: 1
- https://github.com/ishandutta2007/Awesome-SEO-Content-Optimization/blob/main/README.md: 1
- https://kozec.ai/top-10-seo-software: 1
- https://merchynt.com/post/best-seo-tools-ultimate: 1
- https://rankability.com/blog/best-seo-content-optimization-tools: 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.