# Pacvue: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 22 judge labels across 2 categories by 12 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/pacvue

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Retail media platforms](https://www.gane.ai/index/gtm/marketing/retail-media-platforms/index.md) | 11% | 2 | 10% | 21 |
| [Search and social advertising platforms](https://www.gane.ai/index/gtm/marketing/search-and-social-advertising-platforms/index.md) | 0% | 89 | 100% | 1 |

## What the models said for it

- "a cross-network OS such as Pacvue for its breadth of retailers and Commerce Media OS positioning" (Muse Glimmer 30B, Retail media)
- "I'd usually start with Flywheel or Pacvue if you're running across multiple retail networks" (GPT-5.4 mini, Retail media)
- "the best retail media ad management platforms for mid-sized B2B companies are:

1. Pacvue" (Llama 4 Maverick, Retail media)
- "Best overall for most mid-market retail-media users: Pacvue" (GPT-5.4 mini, Retail media)

## And against it

- "another platform with a notable negative rate (27%), and while it is accepted by some models, it is not widely endorsed" (Mistral Small, Retail media)
- "Unlike Pacvue, which is often too expensive and complex for smaller teams" (Qwen 3.7 Flash, Retail media)
- "Be cautious unless you primarily need Amazon or retail-media management." (Perplexity Sonar, Paid ads)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 2 | 0 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 3 | 0 | 0 | 3 |
| Perplexity Sonar | 1 | 1 | 0 | 1 | 3 |
| Grok 4.20 | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 1 | 0 | 1 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 1 | 0 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 0 | 2 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 2 | 0 | 0 | 2 |
| Muse Glimmer 30B | 1 | 0 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Pacvue, from 77 of the 81 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 48
- gane.ai/index: 31
- skai.io: 24
- getadlib.com: 23
- guideflow.com: 23
- osmos.ai: 23
- pacvue.com: 17 (its own site)
- digiday.com: 15
- advertising.amazon.com: 14
- aidigital.com: 12

### Pages cited

- https://g2.com/categories/retail-media-advertising-platforms: 31
- https://getadlib.com/blog/best-retail-media-advertising-platforms: 23
- https://guideflow.com/blog/retail-media-platforms: 20
- https://www.gane.ai/index/gtm/marketing/retail-media-platforms/enterprise: 15
- https://www.gane.ai/index/gtm/marketing/retail-media-platforms/2026-09: 14
- https://g2.com/categories/retail-media-advertising-platforms/small-business: 13
- https://osmos.ai/blog/retail-media-marketplaces-retailers-platform-2026: 13
- https://aidigital.com/blog/retail-media-networks: 12

## 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.