# ToTok: 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/totok

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [In-app messaging and customer communications](https://www.gane.ai/index/gtm/customer/in-app-messaging-and-customer-communications/index.md) | 0% | 112 | 100% | 1 |

## And against it

- "*ToTok* (infamously removed from major app stores for serving as a government surveillance tool)" (Gemini 3.5 Flash, In-app messaging)

## 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 | 1 | 1 |
| 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 | 0 | 0 |

## Sources returned with these answers

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

### Domains cited

- blackberry.com: 1
- customer.io: 1
- cyberfenceplatform.com: 1
- forbes.com: 1
- iapp.org: 1
- quokka.io: 1
- secretchatapp.com: 1
- securechildrensnetwork.org: 1
- swagger.io: 1

### Pages cited

- https://blackberry.com/en/secure-communications/security-briefing-center/governments-warn-consumer-messaging-apps-under-attack: 1
- https://customer.io/learn/mobile-marketing/update-your-mobile-sdks: 1
- https://cyberfenceplatform.com/blog/mobile-security-threats-2026: 1
- https://forbes.com/councils/forbestechcouncil/2026/06/23/app-safety-red-flags-warning-signs-users-shouldnt-ignore: 1
- https://iapp.org/news/a/pursuit-of-app-iness-the-legal-considerations-of-sdks: 1
- https://quokka.io/blog/the-state-of-mobile-app-security-2026-report-findings: 1
- https://secretchatapp.com/guide-to-secure-private-messaging-apps: 1
- https://securechildrensnetwork.org/apps-parents-should-know-about-in-2026-15-new-digital-risks-hiding-in-plain-sight: 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.