Every category where a model named Luigi's Box for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.

Category	Function	Share	Rank	Negative rate	Labels	Quadrant	Since September 2026
Ecommerce search and merchandising	Marketing	2%	10 of 74	0%	11	accepted challenger

Movement

This is the first edition on this tier, so no move can be computed for Luigi's Box yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.

By model

How each model treated Luigi's Box across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

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Model	First choice	Alternative	Mention	Labels
Claude Haiku 4.5	0	0	0	0
GPT-5.4 mini	0	0	1	1
Gemini 3.5 Flash	0	0	0	0
Perplexity Sonar	0	0	1	1
Grok 4.1 Fast	0	1	2	3
Mistral Small	0	0	0	0
DeepSeek V4 Flash	0	2	0	2
Llama 4 Maverick	1	0	1	2
Qwen 3.7 Flash	0	0	0	0
Kimi K2	0	0	0	0
GLM 4.7 FlashX	0	0	0	0
MiniMax M2.5	0	1	0	1
GPT-6 Luna	0	0	0	0
Muse Glimmer 30B	0	0	1	1

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.

FramingLabels by classFirst choices

Direct6 labelsNone

Paraphrase2 labelsNone

Comparative12 labelsNone

Budget-constrained3 labels1

Scale-constrained6 labelsNone

Negative8 labels1not counted in share

First choiceAlternativeMentionNegative37 labels in all, every segment counted; 1 of the 2 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“the best ecommerce search and merchandising platform for a company with a limited budget is Luigi's Box” Llama 4 Maverick · Ecommerce search · budget prompt · first choice

“High-rated alternatives like Algolia, Klevu, Clerk.io, Luigi's Box, or Fast Simon score well on G2” Grok 4.1 Fast · Ecommerce search · negative prompt · alternative

“Luigi's Box | Merchandising-led teams wanting strong relevance tuning” DeepSeek V4 Flash · Ecommerce search · scale prompt · alternative

“Best for: E-commerce teams prioritizing merchandising controls” MiniMax M2.5 · Ecommerce search · comparative prompt · alternative

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

No model argued against it.

Named alongside

The products named in the same answers as Luigi's Box, over the 37 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Luigi's Box was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Algolia31 of 379Compare →

Bloomreach Discovery21 of 371Compare →

Doofinder20 of 3710Compare →

Klevu20 of 372Compare →

Searchspring20 of 372Compare →

Nosto17 of 371Not among the top eight

Constructor15 of 371Not among the top eight

Coveo12 of 370Compare →

Fast Simon10 of 371Not among the top eight

Clerk.io8 of 372Compare →

A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named Luigi's Box. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 36 of the 37 answers that named Luigi's Box and are not a share of its labels.

Domains cited

guideflow.com28

learn.g2.com24

netguru.com20

g2.com17

valiantceo.com17

clerk.io16

gitnux.org14

zoovu.com11

ringly.io10

theretailexec.com9

166 of the 166 domain citations in answers naming Luigi's Box came from somebody else's page.

Pages cited

guideflow.com/blog/best-ecommerce-search-software25

learn.g2.com/best-e-merchandising-software23

netguru.com/blog/ecommerce-search-solutions-product-discovery20

valiantceo.com/the-7-best-ecommerce-search-and-discovery-platforms17

guideflow.com/blog/best-e-merchandising-software15

gitnux.org/best/ecommerce-merchandising-software14

zoovu.com/blog/best-ecommerce-search-engine11

clerk.io/blog/choosing-search-engine-in-20269

Pages are listed as the models cited them.

Search and answers

luigisbox.com is not in Google's top ten for any of the category's searches. In the answers, Luigi's Box takes 2% of first choices and Algolia takes 25%.

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In search

Google, US estimates

Position for “best ecommerce search and merchandising platform”

–

not in the top ten

Searches for its name, Google: 170 a month (“luigi's box”)
AI search demand for its name, est.: 7 a month
Organic visits to its site: about 11,633 a month
Searches its site ranks for: 1,968 · 77 in the top three
Sites linking to it: 2,005
Paid Google search: No ads found in the estimate; that does not mean it runs none

Ads on GoogleDetailLess

16 ads · 12 text, 2 image, 2 video · 8 shown in the last 30 days

First shown August 2022, as Luigi's Box, s.r.o., verified.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

rank 10 of 74 in ecommerce search

Segment leader

25%

Algolia

First choices: 1 across its categories
Named in: 37 answers
Its own site cited: in 36 of the answers that named it

Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.

What it publishes

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Addresses on luigisbox.com

2,081

subdomains included

Content

679

counted in the table below

Documentation

Product · Integration

104 · 24

Kind	Pages	Last 90 days	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

Upcoming

October 8, 2026Shopping Today 2026DeFabrique, Utrecht, Utrecht, NL · speaks

Last twelve months

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.

Names read as Luigi's Box

What the judge wrote, as written, with how often. The vendor table decides that these count as Luigi's Box; a claim can dispute any of them.

Luigi’s Box 2

Follow Luigi's Box

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

Already following? Everything you follow, with a stop for each.

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Luigi's Box's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Luigi's Box, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for Luigi's Box by email, built from the raw record of the edition. It shows:

where Luigi's Box is named, by buyer and by framing, and which cells hold its first choices;
the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
its vocabulary against the segment leader's, and the pages the models cited;
who was chosen in the answers that did not name Luigi's Box, and every reason the record gives;
a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
one page of published figures cleared to show a buyer.