# Shopify Search & Discovery: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 1 category by 4 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/shopify-search-discovery

## 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) | 2% | 10 | 0% | 5 |

## What the models said for it

- "If you're on Shopify, start with Shopify's free Search & Discovery app." (GPT-6 Luna, Ecommerce search)
- "Zero cost if you're on Shopify. It's improved with AI but basic compared to dedicated tools" (Grok 4.20, Ecommerce search)
- "Shopify Search & Discovery is free and genuinely usable for small catalogs" (Muse Glimmer 30B, Ecommerce search)
- "Best native Shopify starting point: Shopify Search & Discovery" (Perplexity Sonar, 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 | 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 |

## Sources returned with these answers

The sites and pages cited by the answers that named Shopify Search & Discovery, from 22 of the 25 answers that named it (only the models that return a source list).

### Domains cited

- marketmaze.me: 14
- algolia.com: 8
- shopify.com: 8 (its own site)
- clerk.io: 7
- guideflow.com: 7
- trustradius.com: 7
- apps.shopify.com: 6 (its own site)
- doofinder.com: 6
- g2.com: 5
- capterra.com: 4

### Pages cited

- https://marketmaze.me/p/tools-ecommerce-site-search: 14
- https://trustradius.com/categories/search-and-product-discovery: 7
- https://clerk.io/solutions/b2b-ecommerce/search: 4
- https://guideflow.com/blog/best-e-merchandising-software: 4
- https://guideflow.com/blog/best-ecommerce-search-software: 4
- https://stripe.com/resources/more/ecommerce-platforms-for-small-businesses-a-guide-to-get-started: 4
- https://apps.shopify.com/doofinder: 3
- https://clerk.io/solutions/b2b-ecommerce/merchandising: 3

## The company

Shopify; https://www.shopify.com; Ottawa, Canada; founded 2006; about 8,300 employees (2023); public, SHOP on Toronto Stock Exchange. From Wikidata, fetched 2026-09-14.

## What it publishes

Every page shopify.com exposes, read 2026-09-29: 33431 addresses. By kind, pages and the last 90 days:

- blog: 16595 pages, 4 in the last 90 days, latest 2026-09-28
- case study: 212 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 165 pages, 0 in the last 90 days, latest undated
- conference or event: 1020 pages, 2 in the last 90 days, latest 2026-07-02
- report or ebook: 226 pages, 12 in the last 90 days, latest 2026-09-15
- comparison: 467 pages, 0 in the last 90 days, latest undated
- template or tool: 106 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 698 pages, 27 in the last 90 days, latest 2026-09-22
- podcast or video: 94 pages, 15 in the last 90 days, latest 2026-08-26
- news or press: 17 pages, 0 in the last 90 days, latest 2026-04-29
- Recent: 2026-09-28 blog: Organic growth meaning https://www.shopify.com/blog/organic-growth-meaning
- Recent: 2026-09-24 blog: Admin new look https://www.shopify.com/blog/admin-new-look
- Recent: 2026-09-22 glossary or explainer: What is link payment https://www.shopify.com/au/blog/what-is-link-payment
- Recent: 2026-09-22 glossary or explainer: What is quickbooks https://www.shopify.com/bg/blog/what-is-quickbooks
- Recent: 2026-09-22 glossary or explainer: 101 ecommerce basics https://www.shopify.com/bg/blog/101-ecommerce-basics
- Recent: 2026-09-22 glossary or explainer: What is link payment https://www.shopify.com/ca/blog/what-is-link-payment

## 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.