Thirteen of fourteen models named BigCommerce B2B Edition first on the direct prompt; zero named Big Cartel. BigCommerce B2B Edition was named by fourteen of the fourteen models and Big Cartel by nine and BigCommerce B2B Edition carries 60 labels and Big Cartel 11, so the shares are not directly comparable.
Named in three categories this edition.
founded 2005. Named in three categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the ecommerce platforms page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“Hides enterprise pricing behind sales calls - Can have complex fee structures as you scale” Kimi K2 · negative prompt · soft negative
“although they may have higher upfront costs” Llama 4 Maverick · budget prompt · soft negative
“For most mid-market B2B companies, BigCommerce or Shopify Plus offer the best balance of B2B functionality, ease of use, and scalability” MiniMax M2.5 · direct prompt · first choice
“BigCommerce is the strongest default choice because multiple sources describe it as the best fit for growing mid-market and B2B brands” Perplexity Sonar · direct prompt · first choice
“Shopify or BigCommerce will give you the right balance of speed, built‑in B2B functionality, and managed hosting” GLM 4.7 FlashX · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Avoid if You Plan to Scale... strictly capped at a maximum of 500 products” Gemini 3.5 Flash · negative prompt · hard negative
“user feedback flags feature limitations and buggy apps” Perplexity Sonar · negative prompt · soft negative
“If you want the absolute cheapest start, go with Big Cartel (free for 5 products) or Ecwid.” Kimi K2 · budget prompt · first choice
“such as WooCommerce, Big Cartel, or Hostinger. These platforms offer affordable pricing options” Llama 4 Maverick · budget prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.