# Instacart Ads: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 23 judge labels across 1 category by 12 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/instacart-ads

## 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% | 13 | 13% | 23 |

## What the models said for it

- "Major, established networks like Amazon Ads, Walmart Connect, Target Roundel, Kroger Precision Media, and Instacart Ads have the most mature technology" (MiniMax M2.5, Retail media)
- "Instacart has evolved from a grocery delivery app into one of the most powerful retail media platforms in the grocery and FMCG space" (Claude Haiku 4.5, Retail media)
- "If you’re grocery/natural and are in Instacart → Instacart Ads offers no minimum self-serve with the lowest bid floors." (Muse Glimmer 30B, Retail media)
- "use agnostic marketplaces (e.g., via Instacart Ads or Criteo Retail Media) for broader reach without full dependency" (Grok 4.20, Retail media)

## And against it

- "all other networks (Target Roundel, Kroger Precision Marketing, Instacart Ads, and dozens of smaller players) are fighting over roughly 12% of the pie" (DeepSeek V4 Flash, Retail media)
- "considered an "accepted challenger" rather than a leader, which may mean it's not the best fit for all advertisers" (Mistral Small, Retail media)
- "Niche focus; less ideal for broad retail." (Grok 4.20, Retail media)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Instacart Ads, from 67 of the 70 answers that named it (only the models that return a source list).

### Domains cited

- fitsmallbusiness.com: 28
- marketplaceadpros.com: 25
- g2.com: 21
- digiday.com: 18
- getadlib.com: 18
- guideflow.com: 18
- stellarising.com: 18
- osmos.ai: 16
- blog.hubspot.com: 15
- gane.ai/index: 15

### Pages cited

- https://fitsmallbusiness.com/guide-to-retail-media-for-smbs: 28
- https://marketplaceadpros.com/guides/best-retail-media-platforms-small-brands-2026: 19
- https://getadlib.com/blog/best-retail-media-advertising-platforms: 18
- https://guideflow.com/blog/retail-media-platforms: 18
- https://stellarising.com/blog/retail-media-networks-guide: 18
- https://marketplaceadpros.com/guides/retail-media-networks-beyond-amazon-2026: 17
- https://blog.hubspot.com/marketing/retail-media-networks: 15
- https://underconstructionpage.com/retail-media-101-for-brands-under-10m: 14

## What it publishes

Every page instacart.com exposes, read 2026-09-29: 533 addresses. By kind, pages and the last 90 days:

- blog: 9 pages, 0 in the last 90 days, latest undated
- case study: 6 pages, 0 in the last 90 days, latest undated
- report or ebook: 23 pages, 1 in the last 90 days, latest 2026-07-09
- comparison: 1 pages, 0 in the last 90 days, latest undated
- template or tool: 11 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 1 pages, 0 in the last 90 days, latest undated
- news or press: 2 pages, 1 in the last 90 days, latest 2026-09-09
- Recent: 2026-09-09 news or press: Meet clementine instacart s ai shopping assistant that takes what s for dinner off your plate https://company.instacart.com/pressreleases/meet-clementine-instacart-s-ai-shopping-assistant-that-takes-what-s-for-dinner-off-your-plate
- Recent: 2026-07-09 report or ebook: White paper turning the perimeter into a profit engine https://company.instacart.com/enterprise-blog/white-paper-turning-the-perimeter-into-a-profit-engine

## 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.