# TikTok: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 3 categories by 2 of 14 models. Page: https://www.gane.ai/index/hr/vendors/tiktok

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Employee engagement surveys](https://www.gane.ai/index/hr/experience/employee-engagement-surveys/index.md) | 0% | 93 | 100% | 1 |
| [Frontline employee apps](https://www.gane.ai/index/hr/experience/frontline-employee-apps/index.md) | 0% | 100 | 100% | 1 |
| [Job advertising and distribution](https://www.gane.ai/index/hr/talent/job-advertising-and-distribution/index.md) | 0% | 70 | 0% | 1 |

## And against it

- "Heavy data collection on behavior, location, and device fingerprints. Concerns over data access by its Chinese parent company" (Grok 4.20, Frontline employee apps)
- "Algorithm-driven engagement can amplify misinformation, scams (e.g., fake product reviews or crypto schemes), and harmful trends." (Grok 4.20, Employee engagement surv)

## 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 | 2 | 2 |
| 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 TikTok, from 9 of the 9 answers that named it (only the models that return a source list).

### Domains cited

- consumer.ftc.gov: 3
- bbbmarketplacetrust.org: 2
- boostpoint.com: 2
- g2.com: 2
- learn.microsoft.com: 2
- microsoft.com: 2
- salesforce.com: 2
- selectsoftwarereviews.com: 2
- wire.com: 2
- acquireroi.com: 1

### Pages cited

- https://g2.com/categories/recruitment-marketing: 2
- https://salesforce.com/slack/slack-frontline: 2
- https://acquireroi.com/posts/the-ultimate-guide-to-job-advertising-best-platforms-for-maximum-visibility-in-2025: 1
- https://adway.ai/insights/top-programmatic-social-media-job-advertising-platforms-for-2025: 1
- https://apollo.io/: 1
- https://applicantz.io/best-job-boards-for-hiring-in-2025: 1
- https://apps.apple.com/it/app/frontline-workplace/id1496923777: 1
- https://asic.gov.au/about-asic/news-centre/news-items/asic-warns-small-businesses-to-be-on-high-alert-for-scams: 1

## In its own words

What TikTok's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Make Your Day (https://tiktok.com/)
- For: marketers and advertisers (https://www.tiktok.com/business/en/inspiration/planswell-308)
- Customers named: Virgin Voyages, Hormel Foods, TapNation: Golf Orbit, Bravestars, Target, Kleinanzeigen, a&o Hostels, Duolingo

## What it publishes

Every page tiktok.com exposes, read 2026-09-29: 5561 addresses. By kind, pages and the last 90 days:

- blog: 492 pages, 0 in the last 90 days, latest 2024-08-22
- case study: 7 pages, 0 in the last 90 days, latest 2021-05-04
- conference or event: 6 pages, 0 in the last 90 days, latest 2021-04-01
- report or ebook: 5 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 6 pages, 0 in the last 90 days, latest undated
- podcast or video: 362 pages, 0 in the last 90 days, latest undated
- Recent: 2024-08-22 blog: Small business marketing tiktok ultimate guide https://www.tiktok.com/business/en/blog/small-business-marketing-tiktok-ultimate-guide
- Recent: 2024-03-05 blog: Why bidding matters https://www.tiktok.com/business/en/blog/why-bidding-matters
- Recent: 2021-10-29 blog: Back to school 2021 marketing tips win sales tiktok https://www.tiktok.com/business/en/blog/back-to-school-2021-marketing-tips-win-sales-tiktok
- Recent: 2021-10-18 blog: Branded hashtag challenge harness the power of participation https://www.tiktok.com/business/en/blog/branded-hashtag-challenge-harness-the-power-of-participation
- Recent: 2021-10-13 blog: Get creative 6 storytelling frameworks https://www.tiktok.com/business/en/blog/get-creative-6-storytelling-frameworks
- Recent: 2021-10-08 blog: Tiktok creative ultimate guide https://www.tiktok.com/business/en/blog/tiktok-creative-ultimate-guide

## Record

- Method: https://www.gane.ai/index/hr/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/hr.