# Scale Insights: 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/scale-insights

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Retail media platforms](https://www.gane.ai/index/gtm/marketing/retail-media-platforms/index.md) | 0% | 105 | 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 | 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 | 1 | 0 | 1 |
| 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 Scale Insights, from 4 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- marketplaceadpros.com: 4
- g2.com: 3
- getadlib.com: 3
- adbrew.io: 1
- adintime.com: 1
- advertisingweek.com: 1
- ecommerce-times.com: 1
- findalternatives.net: 1
- fitsmallbusiness.com: 1
- github.com: 1

### Pages cited

- https://marketplaceadpros.com/guides/best-retail-media-platforms-small-brands-2026: 4
- https://g2.com/categories/retail-media-advertising-platforms/small-business: 3
- https://getadlib.com/blog/best-retail-media-advertising-platforms: 3
- https://g2.com/categories/retail-media-advertising-platforms: 2
- https://adbrew.io/blog/everything-you-need-to-know-about-walmart-connect: 1
- https://adintime.com/en/blog/retail-media-definition-examples-and-benefits-for-advertisers-n316: 1
- https://advertisingweek.com/aw360/news/why-small-and-medium-sized-businesses-should-be-using-retail-media-networks/8351: 1
- https://ecommerce-times.com/walmart-connect-vs-amazon-dsp-in-2026-which-retail-media-network-wins: 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.