Six of twelve models named BigCommerce B2B Edition first on the direct prompt; zero named Square Online. BigCommerce B2B Edition was named by ten of the twelve models and Square Online by ten and BigCommerce B2B Edition carries 14 labels and Square Online 19, so the shares are not directly comparable.
Named in two categories this edition.
Named in three categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 |
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. Three of three in this category shown.
“BigCommerce stands out for its open architecture, built-in B2B features, and ability to support hybrid B2B and DTC ecommerce businesses” Claude Haiku 4.5 · paraphrase prompt · first choice
“BigCommerce B2B Edition is widely regarded as the best overall ecommerce platform for mid-market B2B companies” Kimi K2 · direct prompt · first choice
“Best Overall "Goldilocks" Solution ... the most balanced, "plug-and-play" B2B platform for the mid-market” Gemini 3.5 Flash · direct 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.
“Weaknesses: Limited scalability beyond $1-2M GMV” Mistral Small · comparative prompt · soft negative
“If you have $0 for monthly fees: Choose Square Online.” Qwen 3.7 Flash · budget prompt · first choice
“1. Square Online — FREE Plan ⭐ Best for Tightest Budgets” Kimi K2 · budget prompt · first choice
“🏆 Best Overall Value: Square Online (free plan)” Mistral Small · 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.