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Buying question

How should a buyer compare commerce total cost across subscriptions, revenue fees, payments, apps, hosting, development, support, and operations?

Which brands each model API named when asked this question, and which pages it cited. Answer text is not published.
Snapshot Oct 1, 2026. Each category is re-run in rotation, every few weeks.

Commercial

Kind of question

3

Model APIs

3

Brands named

13

Pages cited

Brands

Brands the answers named

Ordered by how many model APIs named the brand, then by mentions. A mention is not an endorsement or a position.
Rank#BrandModel APIsMentionsOwn-site citationsNamed by
1Shopifyshopify.com220OpenAI · Google
2BigCommercebigcommerce.com111OpenAI
3WooCommercewoocommerce.com110OpenAI

Model APIs

What each model API returned

One row per model API. The hash identifies the exact answer without publishing it.
Model APIModelBrands namedCitationsDomainsAnswer hash
OpenAIopenai/gpt-4o-miniShopify · BigCommerce · WooCommerce1010ae878fb1…151af
Anthropicanthropic/claude-haiku-4-5None named008d3348e8…1d7e6
Googlegoogle/gemini-2.5-flashShopify774cafa2d6…93d12

Sources

Pages the answers cited

Hostnames come from the URLs the answers returned. Best position is the earliest place a page was cited in an answer.
DomainCited pageBest positionCited byCitations
ecosire.comhttps://ecosire.com/tools/ecommerce-platform-calculator1OpenAI · Google2
rank.aihttps://rank.ai/prompts/commerce-platform-pricing-tco1Google1
commerce-ui.comhttps://commerce-ui.com/insights/shopify-pricing2OpenAI1
kinexmedia.comhttps://kinexmedia.com/blog/shopify-plus-total-cost-of-ownership-guide/2Google1
centarro.iohttps://centarro.io/blog/hidden-costs-enterprise-ecommerce-platforms3OpenAI · Google2
couchbase.comhttps://couchbase.com/blog/app-development-costs/4OpenAI · Google2
ateamsoftsolutions.comhttps://ateamsoftsolutions.com/how-much-does-it-cost-to-build-an-ecommerce-app-complete-pricing-guide/4OpenAI1
mgroupweb.comhttps://mgroupweb.com/blogs/the-true-cost-for-shopify-store/5OpenAI · Google2
bigcommerce.comhttps://bigcommerce.com/articles/ecommerce/ecommerce-cost/6OpenAI1
businessofapps.comhttps://businessofapps.com/app-developers/research/app-development-cost/7Google1
solutions.trustradius.comhttps://solutions.trustradius.com/buyer-blog/ecommerce-software-pricing/8OpenAI1
k-ecommerce.comhttps://k-ecommerce.com/blog/what-is-the-cost-to-build-a-b2b-ecommerce-platform9OpenAI1
manektech.comhttps://manektech.com/blog/ecommerce-app-development-cost/10OpenAI1
Snapshots
0a287a91-b14c-4bf8-b47b-87a2e1793d8f
Question set
commerce-platforms-2026-07-27
Benchmark version
4-commerce-platforms-2026-07-27-models-64232fd32583
What is kept
Measured in Commerce. Full answers are not stored or published, and no customer data is included.

See how often AI names you.

Enter your website. In about two minutes, Rank.ai asks ChatGPT, Claude and Gemini 12 questions your customers ask and grades how often they name you.

  • Your grade out of 100How often AI names you, cites your site, and how high it ranks you.
  • Who gets namedEvery competitor in the answers, most named first.
  • The pages AI readsThe sources behind each answer.
  • Three fixesWhat to fix first, with a brief for the first article.