# Marqo: 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/marqo

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Ecommerce search and merchandising](https://www.gane.ai/index/gtm/marketing/ecommerce-search-and-merchandising/index.md) | 0% | 58 | 100% | 1 |

## And against it

- "Avoid: Marqo (Open Source Version) ... their open-source project is explicitly deprecated" (GLM 4.7 FlashX, Ecommerce search)

## 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 | 0 | 1 | 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 Marqo, from 3 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- commandc.com: 2
- g2.com: 2
- marqo.ai: 2 (its own site)
- aiproductivity.ai: 1
- algolia.com: 1
- altcatalog.com: 1
- americanmarketer.com: 1
- baymard.com: 1
- capterra.com: 1
- computerworld.com: 1

### Pages cited

- https://commandc.com/enterprise-ecommerce-site-search: 2
- https://g2.com/categories/e-commerce-search: 2
- https://aiproductivity.ai/blog/best-ecommerce-search-tools: 1
- https://algolia.com/blog/ecommerce/ecommerce-search-solutions: 1
- https://altcatalog.com/discontinued: 1
- https://americanmarketer.com/2020/07/01/what-googles-new-policy-on-counterfeit-goods-listings-means-for-luxury-brands-2: 1
- https://baymard.com/blog/ecommerce-ux-best-practices: 1
- https://capterra.com/p/173203/Bloomreach/reviews: 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.