# Byword: 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/byword

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Content marketing platforms](https://www.gane.ai/index/gtm/marketing/content-marketing-platforms/index.md) | 0% | 88 | 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 | 1 | 0 | 1 |
| 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 Byword, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- birdeye.com: 1
- business.adobe.com: 1
- gartner.com: 1
- indiemedia.club: 1
- influencermarketinghub.com: 1
- maxaeo.ai: 1
- neweratech.com: 1
- softwaresuggest.com: 1
- trysight.ai: 1
- whatarethebest.com: 1

### Pages cited

- https://birdeye.com/blog/best-ai-search-visibility-tools: 1
- https://business.adobe.com/blog/track-brand-mentions-in-ai-search: 1
- https://gartner.com/en/documents/7668761: 1
- https://indiemedia.club/tools/content-marketing-software: 1
- https://influencermarketinghub.com/how-to-choose-ai-visibility-tool: 1
- https://maxaeo.ai/blog/ai-search-visibility-software: 1
- https://neweratech.com/hubfs/Choosing%20the%20Right%20CMS_Fusion%20Alliance.pdf: 1
- https://softwaresuggest.com/blog/best-ai-visibility-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.