# Scalarr: 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/scalarr

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Mobile apps](https://www.gane.ai/index/gtm/marketing/mobile-apps/index.md) | 0% | 85 | 0% | 1 |

## What the models said for it

- "Dedicated fraud prevention tools like TrafficGuard, CHEQ, Scalarr, or 24metrics" (Kimi K2, Mobile apps)

## 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 | 1 | 0 | 0 | 1 |
| 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 Scalarr, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- aboutmartech.com: 1
- adskill.com: 1
- bitdefender.com: 1
- businessofapps.com: 1
- clickpatrol.com: 1
- developernation.net: 1
- discussions.unity.com: 1
- froggyads.com: 1
- media-index.kochava.com: 1
- mmaglobal.com: 1

### Pages cited

- https://aboutmartech.com/blog/best-ad-fraud-prevention-platforms: 1
- https://adskill.com/en/blog/in-app-ads-strategies-to-prevent-fraud-and-drive-targeted-traffic: 1
- https://bitdefender.com/en-us/blog/hotforsecurity/app-install-fraud-a-300-million-business-analysis: 1
- https://businessofapps.com/insights/ranking-ad-networks-on-ad-quality-and-safety: 1
- https://clickpatrol.com/knowledge-base/what-is-an-install-farm: 1
- https://developernation.net/blog/choose-good-mobile-ad-network: 1
- https://developernation.net/blog/how-to-optimise-ad-revenue: 1
- https://discussions.unity.com/t/is-levelplay-ironsource-just-a-scam/1628948: 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.