# Topsort: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 1 category by 5 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/topsort

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Retail media platforms](https://www.gane.ai/index/gtm/marketing/retail-media-platforms/index.md) | 2% | 6 | 0% | 5 |

## What the models said for it

- "If you're selling through B2B channels, prioritize Topsort or Constructor for their specialized B2B capabilities." (Claude Haiku 4.5, Retail media)
- "If building your own ad network: Look at Topsort for B2B-specific infrastructure." (Kimi K2, Retail media)
- "Niche: Topsort (B2B Marketplace Custom Platform)" (DeepSeek V4 Flash, Retail media)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 0 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 1 | 0 | 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 | 1 | 0 | 0 | 1 |
| 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 | 1 | 0 | 1 |
| 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 Topsort, from 20 of the 21 answers that named it (only the models that return a source list).

### Domains cited

- topsort.com: 11 (its own site)
- g2.com: 10
- osmos.ai: 8
- skai.io: 8
- criteo.com: 7
- guideflow.com: 7
- adtelligent.com: 5
- directiveconsulting.com: 5
- gane.ai/index: 5
- getadlib.com: 5

### Pages cited

- https://g2.com/categories/retail-media-advertising-platforms: 7
- https://guideflow.com/blog/retail-media-platforms: 7
- https://osmos.ai/blog/enterprise-platforms-onsite-commerce-media-monetization: 6
- https://adtelligent.com/blog/top-retail-media-solutions: 5
- https://getadlib.com/blog/best-retail-media-advertising-platforms: 5
- https://topsort.com/by-industry/b2b-marketplace: 5
- https://aidigital.com/blog/retail-media-networks: 4
- https://fieldtrip.agency/post/commerce-media-network-technology-comparison: 4

## 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.