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Heralded

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
11 Square Online US New entry 5 , range 2–20
5
  • : score 5 · #11
 5% 3% First reading
12 SAP Commerce Cloud DE New entry 4 , range 1–13
4
  • : score 4 · #12
 4% 1% First reading
13 Centra SE New entry 2 , range 1–8
2
  • : score 2 · #13
 2% 0% None First reading
– Big Cartel US Unranked Too few answers
–
  • : Unranked
 3% 0% None First reading
– CCV Shop NL Unranked Too few answers
–
  • : Unranked
 1% 0% None First reading
– Ecwid US Unranked Too few answers
–
  • : Unranked
 1% 1% First reading
– Elastic Path CA Unranked Too few answers
–
  • : Unranked
 1% 1% None First reading
– eMartify Unranked Too few answers
–
  • : Unranked
 1% 0% None First reading
– FlexiShop CMS Unranked Too few answers
–
  • : Unranked
 1% 0% None First reading
– Fourthwall US Unranked Too few answers
–
  • : Unranked
 1% 1% 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.

Biggest risers

No clear rise.

Biggest fallers

No clear fall.

Drop-outs

No drop-outs.

Most cited sources

Rank Source Type Cited in Engines Pages cited Brands its pages mention
11Withheld. Run a full Snapshot to see it.
12Withheld. Run a full Snapshot to see it.
13 bitcot.com Consultancy 7.3% 2 of 4 1 3
14 hollingsworthllc.com Consultancy 6.3% 1 of 4 1 2
15 shopware.com Brand site 6.3% 4 of 4 5 2
16Withheld. Run a full Snapshot to see it.
17Withheld. Run a full Snapshot to see it.
18Withheld. Run a full Snapshot to see it.
19 zapier.com Vendor site 5.2% 2 of 4 1 5
20Withheld. 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