AI Visibility Snapshot
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What AI recommends for ecommerce platforms

Across 35 live answers recorded on August 20, 2026, the ecommerce platforms most often recommended by ChatGPT, Claude, Gemini, Perplexity and Grok were Shopify, WooCommerce, BigCommerce. The five engines named 67 distinct brands between them, and all five agreed on 8 of the top 20. The rest of the field depends on which engine a buyer happens to ask.

Original measurement · 35 live answers across 5 engines · Recorded

The leaderboard

Ranked by how many of the 35 answers named each brand. Average position is where the brand appeared in the list the engine gave — 1.0 means it was named first every time it came up.

#BrandAnswers naming itEnginesAvg positionSentiment
1Shopify35 of 355 of 51.9positive
2WooCommerce29 of 355 of 52.6positive
3BigCommerce29 of 355 of 54.0positive
4Adobe Commerce19 of 355 of 54.3positive
5Magento19 of 355 of 54.8positive
6Squarespace15 of 355 of 56.2positive
7Wix11 of 355 of 56.7positive
8Wix Ecommerce9 of 354 of 54.8positive
9Square8 of 354 of 53.9positive
10Salesforce Commerce Cloud8 of 355 of 55.0positive
11Etsy7 of 352 of 57.0neutral
12SAP Commerce5 of 354 of 55.6positive
13Commercetools5 of 353 of 58.4positive
14Squarespace Commerce4 of 352 of 54.5positive
15Ecwid4 of 353 of 55.8positive
16Big Cartel4 of 352 of 59.0positive
17WordPress3 of 353 of 53.3positive
18OpenCart3 of 353 of 56.0positive
19Payhip3 of 353 of 56.3positive
20Adobe3 of 352 of 57.7mixed

Where the engines agree, and where they do not

All five engines named Shopify, WooCommerce, BigCommerce, Adobe Commerce, Magento, Squarespace, Wix, Salesforce Commerce Cloud. Those are the defaults in this category — the brands an AI answer reaches for regardless of which model a buyer happens to be using.

Across all measured categories the pattern is consistent: the leader is agreed on, the rest is not. The pooled study puts numbers on it.

Every brand on the leaderboard was named by more than one engine.

EngineNamed most often
ChatGPTShopify, WooCommerce, BigCommerce, Adobe Commerce, Magento
ClaudeShopify, WooCommerce, BigCommerce, Adobe Commerce, Magento
GeminiShopify, WooCommerce, BigCommerce, Adobe Commerce, Magento
PerplexityShopify, WooCommerce, BigCommerce, Adobe Commerce, Magento
GrokShopify, WooCommerce, BigCommerce, Adobe Commerce, Magento

What this means if you sell ecommerce platforms

Being absent from this table does not mean the engines dislike you. It usually means they have nothing to reach for: no comparison pages, no presence on the review and listicle sites they cite, no clear statement of who the product is for. The generative engine optimization guide covers what actually shifts this, and the audit process covers how to run the measurement yourself.

Note also what this page cannot tell you. It measures the category, not you. It does not include the brand-level prompts that reveal what an engine says when someone asks about your product by name, it carries no share-of-voice figure for your brand, and it does not list the domains AI cites when answering questions in this category. A $19 snapshot adds all three for one brand.

The prompts behind this page

Every category page uses the same seven prompts, each sent to all five engines:

  1. What are the best ecommerce platforms right now? List the top options.
  2. Which ecommerce platforms would you recommend for a small business, and why?
  3. Compare the leading ecommerce platforms options — who stands out?
  4. What is the best free or affordable ecommerce platforms?
  5. What ecommerce platforms do you recommend for a larger company / enterprise?
  6. What are the most popular ecommerce platforms people are switching to?
  7. I'm choosing a ecommerce platforms. Give me a shortlist of 5 with one-line pros and cons.

Language models are stochastic, so a rerun on another day will not reproduce this table exactly. That is a property of the medium rather than a flaw in the measurement, and it is one reason to distrust any AI visibility score quoted to one decimal place. The methodology page sets out the limitations in full.

Other categories measured