# Google Shopping: how AI models rank it, November 2026

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

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Ecommerce marketing](https://www.gane.ai/index/gtm/marketing/ecommerce-marketing/index.md) | 0% | 44 | 0% | 1 |
| [Retail media platforms](https://www.gane.ai/index/gtm/marketing/retail-media-platforms/index.md) | 0% | 122 | 100% | 1 |

## What the models said for it

- "Best for capturing existing purchase intent through search and product listings." (Perplexity Sonar, Ecommerce marketing)

## And against it

- "Google Shopping: up to 67% invalid traffic reported in one analysis" (Kimi K2, Retail media)

## 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 | 1 | 0 | 0 | 1 |
| 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 | 1 | 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 Google Shopping, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- ad-times.com: 1
- ana.net: 1
- cleverence.com: 1
- digiday.com: 1
- digitalheroesco.com: 1
- doubleverify.com: 1
- emarketer.com: 1
- guideflow.com: 1
- iab.com: 1
- insights.techmahindra.com: 1

### Pages cited

- https://ad-times.com/retail-media-networks-are-eating-the-open-webs-lunch-in-2026: 1
- https://ana.net/content/show/id/pr-2024-07-rmn: 1
- https://cleverence.com/articles/for-business/top-ecommerce-platforms-in-us-2849: 1
- https://digiday.com/marketing/retail-media-networks-under-scrutiny-amid-calls-for-transparency-and-accountability: 1
- https://digiday.com/marketing/with-the-rise-of-retail-media-networks-marketers-continue-to-grapple-with-lack-of-standardization: 1
- https://digitalheroesco.com/journal/problems-retail-media-network-platform-digital-heroes: 1
- https://doubleverify.com/hubfs/46126064/content/DV_Report_Rise_of_Retail_Media.pdf: 1
- https://emarketer.com/content/faq-on-retail-media-networks-how-marketers-should-allocate-budgets-2026: 1

## The company

Google; https://google.com; Mountain View, California, United States; founded 1998; part of Alphabet Inc.. From Wikidata, fetched 2026-09-14.

## In its own words

What Google Shopping's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Customers named: Adore Me, Wayfair, Natura, Teach for Japan

## 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.