# Luigi's Box: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 26 judge labels across 1 category by 12 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/luigi-s-box

## 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) | 20% | 2 | 0% | 26 |

## What the models said for it

- "the recommended onsite product search engine for a mid-sized B2B company would be one of the top-rated options such as Luigi's Box, Coveo, Bloomreach, Constructor, or HawkSearch" (Llama 4 Maverick, Ecommerce search)
- "Luigi's Box stands out for its strong B2B search with product-code recognition and multi-market language support, making it a top choice for mid-market needs." (Mistral Small, Ecommerce search)
- "Luigi's Box: Best B2B search with strong product-code recognition and multi-market language handling." (Llama 4 Maverick, Ecommerce search)
- "Luigi's Box having the edge if your primary focus is B2B-specific functionality" (MiniMax M2.5, Ecommerce search)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Luigi's Box, from 64 of the 65 answers that named it (only the models that return a source list).

### Domains cited

- marketmaze.me: 50
- clerk.io: 39
- luigisbox.com: 39 (its own site)
- g2.com: 30
- guideflow.com: 28
- trustradius.com: 26
- algolia.com: 20
- constructor.com: 16
- ecommercegermany.com: 15
- linkedin.com: 11

### Pages cited

- https://marketmaze.me/p/tools-ecommerce-site-search: 50
- https://luigisbox.com/blog/b2b-ecommerce-search: 28
- https://trustradius.com/categories/search-and-product-discovery: 25
- https://clerk.io/solutions/b2b-ecommerce/search: 23
- https://guideflow.com/blog/best-e-merchandising-software: 21
- https://constructor.com/blog/ecommerce-search-product-discovery-solutions: 16
- https://ecommercegermany.com/blog/product-discovery-software: 14
- https://clerk.io/blog/best-product-discovery-tools-ecommerce-2026: 12

## What it publishes

Every page luigisbox.com exposes, read 2026-10-05: 2081 addresses. By kind, pages and the last 90 days:

- blog: 153 pages, 15 in the last 90 days, latest 2026-10-02
- case study: 259 pages, 0 in the last 90 days, latest 2026-06-19
- webinar or virtual event: 6 pages, 0 in the last 90 days, latest 2025-11-28
- conference or event: 18 pages, 0 in the last 90 days, latest undated
- comparison: 153 pages, 1 in the last 90 days, latest 2026-08-31
- template or tool: 1 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 39 pages, 0 in the last 90 days, latest 2024-02-13
- news or press: 50 pages, 1 in the last 90 days, latest 2026-07-30
- Recent: 2026-10-02 blog: E commerce site search solutions https://www.luigisbox.com/blog/e-commerce-site-search-solutions/
- Recent: 2026-10-02 blog: Faceted search explained https://www.luigisbox.com/blog/faceted-search-explained/
- Recent: 2026-10-02 blog: E commerce merchandising software https://www.luigisbox.com/blog/e-commerce-merchandising-software/
- Recent: 2026-10-02 blog: Semantic search engines https://www.luigisbox.com/blog/semantic-search-engines/
- Recent: 2026-09-18 blog: No code site search https://www.luigisbox.com/blog/no-code-site-search/
- Recent: 2026-09-01 blog: E mail marketing and product discovery insights from ecomail https://www.luigisbox.com/blog/e-mail-marketing-and-product-discovery-insights-from-ecomail/

## 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.