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BUYER PROMPT / PUBLISHED EVIDENCE

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

An exact prompt-level view of which reviewed brands surfaced and which public URLs the configured AI models cited. No answer text or tenant data is published.

Intent
commercial
Model providers
3
Categories
1
Last observed
Jul 27, 2026, 12:00 AM UTC
COMPETITIVE OUTCOME

Brands surfaced

Ordered by provider breadth, then total mentions and owned-domain citations. A mention is not an endorsement or a position claim.

#BrandCategoryProvidersMentionsOwned citationsProvider evidence
01Salesforce Commerce Cloudsalesforce.comCommerce303Openai · Anthropic · Gemini
02Shopwareshopware.comCommerce202Openai · Anthropic
03commercetoolscommercetools.comCommerce101Anthropic
04Shopifyshopify.comCommerce101Openai
MODEL COMPARISON

Answer matrix

One row per configured provider and category snapshot. Hashes prove answer identity without publishing stored answer text.

ProviderModel versionCategoryBrands surfacedCitationsUnique domainsAnswer hash
Openaiopenai/gpt-4o-miniCommerceShopify · Salesforce Commerce Cloud · Shopware8827041565…25916
Anthropicanthropic/claude-haiku-4-5CommerceSalesforce Commerce Cloud · commercetools · Shopware88a2668c58…8bb70
Geminigoogle/gemini-2.5-flashCommerceSalesforce Commerce Cloud77980d946d…f585c
URL-DERIVED CITATIONS

Sources cited

Hostnames are derived from the returned public URLs. Best position is the smallest citation position observed.

DomainCited pageBest positionProvidersObservationsCategories
oroinc.comhttps://oroinc.com/b2b-ecommerce/blog/ecommerce-total-cost-of-ownership/1Openai · Anthropic2Commerce
salesforce.comhttps://salesforce.com/commerce/ecommerce-tco-total-cost-of-ownership/1Openai · Gemini2Commerce
firebearstudio.comhttps://firebearstudio.com/blog/e-commerce-total-cost-of-ownership-tco.html2Openai · Anthropic · Gemini3Commerce
vervaunt.comhttps://vervaunt.com/ecommerce-total-cost-of-ownership-tco-guide2Openai · Anthropic2Commerce
centarro.iohttps://centarro.io/blog/hidden-costs-enterprise-ecommerce-platforms2Anthropic1Commerce
bettercommerce.iohttps://bettercommerce.io/blog/understanding-the-total-cost-of-ownership3Openai · Gemini2Commerce
centra.comhttps://centra.com/news/total-cost-of-ownership3Openai1Commerce
salesforce.comhttps://salesforce.com/eu/commerce/ecommerce-tco-total-cost-of-ownership/3Anthropic1Commerce
shopware.comhttps://shopware.com/en/news/tco-ecommerce/4Openai · Anthropic2Commerce
flatlineagency.comhttps://flatlineagency.com/blog/tco-ecommerce-platforms/4Gemini1Commerce
commercetools.comhttps://commercetools.com/tco-and-roi5Anthropic1Commerce
youweagency.comhttps://youweagency.com/blog/total-cost-of-ownership-ecommerce5Gemini1Commerce
k-ecommerce.comhttps://k-ecommerce.com/blog/ecommerce-tco6Anthropic1Commerce
royalcyber.comhttps://royalcyber.com/blogs/ecommerce/comparing-total-cost-of-ownership-ecommerce-platforms/6Gemini1Commerce
linkedin.comhttps://linkedin.com/posts/royal-cyber-inc-_comparing-the-total-cost-of-ownership-tco-activity-7303142635811086337-qmLP7Gemini1Commerce
shopify.comhttps://shopify.com/enterprise/blog/tco-and-roi8Openai1Commerce
Snapshot IDsb182095b-70f1-46fc-beb0-fc2b3c42b3a9
Corpus versionscommerce-platforms-2026-07-27
Benchmark versions4-commerce-platforms-2026-07-27-models-64232fd32583

Coverage: Commerce. Full answers stored: no · Full answers published: no · Tenant data included: no.