Buyer prompt · published evidence
Which criteria expose catalog, customer, checkout, app, storefront, payment, and commercial lock-in risk when choosing a commerce platform?
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 | BigCommercebigcommerce.com ↗ | Commerce | 1 | 0 | 1 | Openai |
| 02 | Salesforce Commerce Cloudsalesforce.com ↗ | Commerce | 1 | 0 | 1 | Openai |
| 03 | Shopwareshopware.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 | Salesforce Commerce Cloud · BigCommerce · Shopware | 6 | 6 | 1f3ab279…7215f |
| Anthropic | anthropic/claude-haiku-4-5 | Commerce | None observed | 0 | 0 | c1c69dcb…f219b |
| Gemini | google/gemini-2.5-flash | Commerce | None observed | 4 | 4 | 70c7f92e…8ff21 |
URL-derived citations
Sources cited
Hostnames are derived from the returned public URLs. Best position is the smallest citation position observed.
| Domain | Cited page | Best position | Providers | Observations | Categories |
|---|---|---|---|---|---|
| heyhihello.com | https://heyhihello.com/blog/how-to-reduce-platform-lock-in-risk-in-ecommerce ↗ | 1 | Openai · Gemini | 2 | Commerce |
| crystallize.com | https://crystallize.com/answers/ecommerce-essentials/vendor-lock-in-meaning ↗ | 2 | Openai · Gemini | 2 | Commerce |
| shopware.com | https://shopware.com/en/news/vendor-lock-in-1/ ↗ | 2 | Openai | 1 | Commerce |
| alokai.com | https://alokai.com/blog/vendor-lock-in ↗ | 3 | Openai · Gemini | 2 | Commerce |
| rfp.wiki | https://rfp.wiki/retail-ecommerce/digital-commerce-platforms/shoplazza ↗ | 4 | Gemini | 1 | Commerce |
| salesforce.com | https://salesforce.com/commerce/online-payment-solution/checkout-guide/ ↗ | 5 | Openai | 1 | Commerce |
| bigcommerce.com | https://bigcommerce.com/articles/ecommerce/regulated-products/ ↗ | 6 | Openai | 1 | Commerce |