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
- Aug 23, 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.
| # | Brand | Category | Providers | Mentions | Owned citations | Provider evidence |
|---|---|---|---|---|---|---|
| 01 | Shopifyshopify.com ↗ | Commerce | 2 | 1 | 1 | Openai · Gemini |
| 02 | WooCommercewoocommerce.com ↗ | Commerce | 1 | 1 | 0 | Gemini |
| 03 | BigCommercebigcommerce.com ↗ | Commerce | 1 | 0 | 1 | Openai |
| 04 | commercetoolscommercetools.com ↗ | Commerce | 1 | 0 | 1 | Openai |
Model comparison
Answer matrix
One row per configured provider and category snapshot. Hashes prove answer identity without publishing stored answer text.
| Provider | Model version | Category | Brands surfaced | Citations | Unique domains | Answer hash |
|---|---|---|---|---|---|---|
| Openai | openai/gpt-4o-mini | Commerce | Shopify · BigCommerce · commercetools | 9 | 9 | c731b2a9…5901f |
| Anthropic | anthropic/claude-haiku-4-5 | Commerce | None observed | 0 | 0 | fa5fff78…2201b |
| Gemini | google/gemini-2.5-flash | Commerce | Shopify · WooCommerce | 7 | 7 | aee54930…79470 |
URL-derived citations
Sources cited
Hostnames are derived from the returned public URLs. Best position is the smallest citation position observed.