# Chumbox: 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/chumbox

## 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% | 81 | 100% | 1 |

## And against it

- "Many digital marketers advise avoiding it because the inventory is frequently sourced from questionable websites" (Qwen 3.7 Flash, Native ads)

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

### Domains cited

- capterra.com: 1
- getapp.com: 1
- openadlibrary.com: 1
- reddit.com: 1
- smartyads.com: 1
- trustpilot.com: 1

### Pages cited

- https://capterra.com/p/156009/Taboola/reviews: 1
- https://getapp.com/marketing-software/a/taboola/reviews/page-3: 1
- https://openadlibrary.com/blog/is-your-brand-impersonated-in-ads: 1
- https://reddit.com/r/PPC/comments/1r4qv3p/honest_feedback_why_do_so_many_ppc_people_avoid: 1
- https://reddit.com/r/PPC/comments/dw77q8/native_advertising_tips_tricks_best_platforms: 1
- https://reddit.com/r/adops/comments/1nhev1n/beware_of_taboola_once_you_start_making_real: 1
- https://reddit.com/r/programmatic/comments/1jt9kvi/taboola: 1
- https://smartyads.com/blog/best-native-advertising-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.