Shopify Search & Discovery is a native Shopify app for ecommerce search and merchandising · shopify.com ↗
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%.
Constructor is first at 30%.
“If you're on Shopify, start with Shopify's free Search & Discovery app.”GPT-6 Luna · Budget-constrained question · first choice
“Zero cost if you're on Shopify. It's improved with AI but basic compared to dedicated tools”Grok 4.20 · Budget-constrained question · alternative
“Shopify Search & Discovery is free and genuinely usable for small catalogs”Muse Glimmer 30B · Budget-constrained question · alternative
“Best native Shopify starting point: Shopify Search & Discovery”Perplexity Sonar · Comparative question · alternative
No model argued against it.
The products named in the same answers as Shopify Search & Discovery, over the 25 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 19 | 9 | View → | |
| 18 | 3 | View → | |
| 12 | 1 | View → | |
| 11 | 2 | View → | |
| 10 | 1 | View → | |
| 10 | 0 | View → | |
| 9 | 0 | View → | |
| 7 | 1 | View → | |
| 6 | 0 | View → | |
| 6 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
Stated on Shopify Search & Discovery's own site, not checked by Gane.
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 →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 22 of the 25 answers that named Shopify Search & Discovery and are not a share of its labels.
Fifty-eight of the seventy-two domain citations in answers naming Shopify Search & Discovery came from a third party's page.
Pages are listed as the models cited them.
| 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 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 1 | 1 | 0 | 2 |
| 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 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 1 | 0 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 16,595 | 4 | 2026-09-28 | ||
| Conference or event | 1,020 | 2 | 2026-07-02 | ||
| Glossary or explainer | 698 | 27 | 2026-09-22 | ||
| Comparison | 467 | undated | |||
| Report or ebook | 226 | 12 | 2026-09-15 | ||
| Case study | 212 | undated | |||
| Webinar or virtual event | 165 | undated | |||
| Template or tool | 106 | undated | |||
| Podcast or video | 94 | 15 | 2026-08-26 | ||
| News or press | 17 | 0 | 2026-04-29 |
Every page shopify.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 September 29, 2026.