The most visible e-commerce platforms, October 2026

October 2026 · 12 questions asked in English, worldwide · ChatGPT, Google AI Overviews, Gemini and Google AI Mode · 96 answers read

Leader

Shopify

93%of answers name it

Most cited source

youtube.com

41citations

From Google AI Mode and Google AI Overviews

Where engines disagree most

Adobe Commerce

1/4engines put it in their top three

Top three on Google AI Overviews, not on Google AI Mode, Gemini and ChatGPT

Brands

Rank Brand Rank change Heralded Score Score trend Mentioned Recommended By engine Mentioned by Change
1 Shopify CA New entry 89 , range 83–93
89
  • : score 89 · #1
93% 74% First reading
2 WooCommerce US New entry 80 , range 74–86
80
  • : score 80 · #2
84% 58% First reading
3 BigCommerce US New entry 77 , range 71–83
77
  • : score 77 · #3
80% 53% First reading
4 Adobe Commerce US New entry 62 , range 50–72
62
  • : score 62 · #4
62% 35% First reading
5 Wix eCommerce IL New entry 50 , range 43–63
50
  • : score 50 · #5
50% 28% First reading
6 Squarespace Commerce US New entry 48 , range 41–60
48
  • : score 48 · #6
44% 29% First reading
7 Salesforce Commerce Cloud US New entry 36 , range 31–43
36
  • : score 36 · #7
27% 14% None First reading
8 PrestaShop FR New entry 16 , range 7–33
16
  • : score 16 · #8
15% 3% First reading
9 Shopware DE New entry 14 , range 6–33
14
  • : score 14 · #9
12% 5% None First reading
10 commercetools DE New entry 8 , range 3–30
8
  • : score 8 · #10
6% 5% None First reading

“=” marks brands whose score ranges overlap, so the test cannot separate them. Every brand named in at least three answers is ranked. By engine has one dot per engine (ChatGPT, Google AI Overviews, Gemini and Google AI Mode), darker the more often it names the brand.

This month's moves

First reading. No comparable previous month yet.

Most cited sources

Rank Source Type Cited in Engines Pages cited Brands its pages mention
1 forbes.com Media 10.4% 3 of 4 3 0
2Withheld. Run a full Snapshot to see it.
3 ecommerce-gold.com Media 2.1% 1 of 4 1 0
4 ecommercewebsitecreate.com Media 2.1% 1 of 4 1 0
5Withheld. Run a full Snapshot to see it.
6 retailpresso.com Media 2.1% 1 of 4 1 0
7Withheld. Run a full Snapshot to see it.
8 ecomsutra.com Media 1.0% 1 of 4 1 0
9Withheld. Run a full Snapshot to see it.
10Withheld. Run a full Snapshot to see it.

The questions, and who wins each

QuestionLanguageWins it
e-commerce platforms with the best support English Shopify
which e-commerce platforms do experts recommend English BigCommerce, Shopify, Squarespace Commerce and Wix eCommerce, tied

Each engine's top three

Method

Each month Heralded asks every engine the same buyer questions, twice each, and reads every answer. An answer counts 0 for a brand it leaves out, 50 for a brand it names and 100 for a brand it recommends, and the Heralded Score is built from those. A brand named in at least three answers gets a score and a place.

How the leaderboards are measured