Leader
96%of answers name it
The most visible e-commerce platforms on ChatGPT, October 2026
Most cited source
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 | By engine | Mentioned by | Change |
|---|---|---|---|---|---|---|---|
| – | Shopclip | Too few answers | 0% | 0% | None | First reading | |
| – | | Too few answers | 0% | 0% | None | First reading | |
| – | | Too few answers | 0% | 0% |  | First reading | |
| – | | Too few answers | 0% | 0% | None | First reading | |
| – | | Too few answers | 4% | 4% | None | First reading | |
| – | | Too few answers | 0% | 0% | None | First reading | |
| – | | Too few answers | 0% | 0% | None | First reading | |
| – | Wex Studio | Too few answers | 0% | 0% | None | First reading | |
| – | | Too few answers | 0% | 0% | None | First reading | |
| – | | Too few answers | 0% | 0% | 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.
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 | Shopify and |
| e-commerce platforms recommendations for an e-commerce manager | English | Shopify and |
| top e-commerce platforms | English | Shopify |
| how to choose e-commerce platforms | English | Shopify and |
| what to look for in e-commerce platforms | English | Shopify and |
| e-commerce platforms for a team of 20 to 200 | English | Shopify, tied |
| e-commerce platforms that integrates with Klarna | English | Shopify and |
| e-commerce platforms with GDPR-compliant hosting | English | |
| e-commerce platforms for fashion | English | Shopify,  Squarespace Commerce and |
| most reliable e-commerce platforms | English | No brand recommended |
Each engine's top three
ChatGPT
- 1
- = 2
BigCommerce
- = 2
WooCommerce
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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.