One of twelve models named BigCommerce first on the direct prompt; zero named Shopify. BigCommerce was named by eight of the twelve models and Shopify by eleven and BigCommerce carries 12 labels and Shopify 27, so the shares are not directly comparable.
Named in three categories this edition.
Ottawa, Canada, founded 2006. Named in five 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 marketing page.
Across every category in the September 2026 Edition, BigCommerce and Shopify were named in the same answer 199 times, of the 216 answers naming BigCommerce and the 298 naming Shopify. In those answers Shopify took the first choice sixty-five times and BigCommerce twenty-one.
| 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. Two of two in this category shown.
“Complaints: Terrible customer service (unresponsive, hard to reach); recent Trustpilot spikes in negativity.” Grok 4.1 Fast · negative prompt · soft negative
“The best ecommerce marketing platform for a company with a limited budget is BigCommerce Standard at $29/month” Llama 4 Maverick · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Strong Alternative: Shopify Plus ... Limitations: B2B features less mature (no native RFQ, limited approval workflows)” Kimi K2 · direct prompt · soft negative
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.