The most visible e-commerce platforms on ChatGPT, October 2026

October 2026 · 12 questions asked in English, worldwide · ChatGPT · 24 answers read

Industry Asked from Brands from Audience Engine Month

Leader

Shopify

96%of answers name it

Most cited source

shopify.com

32citations

From ChatGPT

Where engines disagree most

One engine

This page reads ChatGPT only. Set Engine to All to compare them.

Brands

Rank	Brand	Heralded Score	Mentioned	Recommended	Mentioned by	Change
1	Shopify CA	94 , range 83–98	96%	83%		First reading
= 2	BigCommerce US	88 , range 77–95	88%	75%		First reading
= 2	WooCommerce US	88 , range 77–95	88%	75%		First reading
4	Adobe Commerce US	70 , range 46–82	58%	46%		First reading
5	Wix eCommerce IL	52 , range 37–75	50%	29%		First reading
6	Salesforce Commerce Cloud US	50 , range 36–74	42%	33%		First reading
7	Squarespace Commerce US	46 , range 33–71	33%	33%		First reading
= 8	PrestaShop FR	27 , range 13–44	17%	8%	None	First reading
= 8	Shopware DE	27 , range 13–44	17%	8%	None	First reading
–	Big Cartel US	Too few answers	4%	0%		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.

Most cited sources

Rank	Source	Type	Cited in	Engines	Pages cited	Brands its pages mention
1	shopify.com	Brand site	66.7%	1 of 4	19	10
2	Withheld. Run a full Snapshot to see it.
3	Withheld. Run a full Snapshot to see it.
4	Withheld. Run a full Snapshot to see it.
5	Withheld. Run a full Snapshot to see it.
6	Withheld. Run a full Snapshot to see it.
7	Withheld. Run a full Snapshot to see it.
8	Withheld. Run a full Snapshot to see it.
9	Withheld. Run a full Snapshot to see it.
10	Withheld. Run a full Snapshot to see it.

The questions, and who wins each

Question	Language	Wins it
best e-commerce platforms for a direct-to-consumer company	English	Adobe Commerce, BigCommerce, Shopify and WooCommerce, tied
e-commerce platforms recommendations for an e-commerce manager	English	Adobe Commerce, BigCommerce, Salesforce Commerce Cloud, Shopify and WooCommerce, tied
top e-commerce platforms	English	Shopify
how to choose e-commerce platforms	English	Adobe Commerce, BigCommerce, Shopify and WooCommerce, tied
what to look for in e-commerce platforms	English	BigCommerce, Shopify and WooCommerce, tied
e-commerce platforms for a team of 20 to 200	English	Adobe Commerce, BigCommerce, Salesforce Commerce Cloud and Shopify, tied
e-commerce platforms that integrates with Klarna	English	BigCommerce, Shopify and WooCommerce, tied
e-commerce platforms with GDPR-compliant hosting	English	PrestaShop and Shopware, tied
e-commerce platforms for fashion	English	BigCommerce, Shopify, Squarespace Commerce and WooCommerce, tied
most reliable e-commerce platforms	English	No brand recommended

Each engine's top three

ChatGPT

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