Ecommerce search and merchandising · RankedLuigi's Box
Luigi's Box is a product discovery suite for ecommerce search and merchandising · luigisbox.com ↗
Strongest at mid-market. Ranked 5 of 88 for enterprise buyers.
The standing depends on who is buying. Every model is asked the same questions for each company size.
Doofinder is first at 40%.
Algolia is first at 24%. 7 of 14 models made it the first choice when asked directly.
Constructor is first at 30%.
Why models recommend 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 · Paraphrase question · first choice
“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 · Direct question · first choice
“Luigi's Box: Best B2B search with strong product-code recognition and multi-market language handling.”Llama 4 Maverick · Direct question · first choice
“Luigi's Box having the edge if your primary focus is B2B-specific functionality”MiniMax M2.5 · Direct question · first choice
What gives them pause
No model argued against it.
Also on the shortlist
The products named in the same answers as Luigi's Box, over the 65 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 52 | 6 | Compare → | |
| 48 | 4 | Compare → | |
| 45 | 11 | Compare → | |
| 36 | 5 | View → | |
| 34 | 10 | Compare → | |
| 21 | 1 | View → | |
| 19 | 2 | Compare → | |
| 19 | 0 | View → | |
| 14 | 2 | View → | |
| 14 | 0 | Compare → |
What the models named instead of Luigi's Box →
A side-by-side page exists where both products are among a category's top eight.
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 64 of the 65 answers that named Luigi's Box and are not a share of its labels.
Domains cited
235 of the 274 domain citations in answers naming Luigi's Box came from a third party's page.
Pages cited
Pages are listed as the models cited them.
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 |
What it publishes
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Case study | 259 | 0 | 2026-06-19 | ||
| Blog | 153 | 15 | 2026-10-02 | Enrichment, SEO | |
| Comparison | 153 | 1 | 2026-08-31 | ||
| News or press | 50 | 1 | 2026-07-30 | ||
| Glossary or explainer | 39 | 0 | 2024-02-13 | ||
| Conference or event | 18 | undated | PIM | ||
| Webinar or virtual event | 6 | 0 | 2025-11-28 | ||
| Template or tool | 1 | undated |
Most recent
- 2026-10-02E commerce site search solutions blog
- 2026-10-02Faceted search explained blog
- 2026-10-02E commerce merchandising software blog
- 2026-10-02Semantic search engines blog
- 2026-09-18No code site search blog
- 2026-09-01E mail marketing and product discovery insights from ecomail blog
Events in person
- October 8, 2026Shopping Today 2026DeFabrique, Utrecht, Utrecht, NL · speaks
- March 25, 2026 to March 26, 2026Luigi’s Box x Custobar at Webwinkel Vakdagen 2026Jaarbeurs Utrecht, Utrecht, NL · exhibited
As the event pages on luigisbox.com state them, read October 5, 2026.
How it is countedHide how it is counted
Every page luigisbox.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read October 5, 2026.