Three of twelve models named BigCommerce first on the direct prompt; one named Shopify. Both were named by all twelve models and BigCommerce carries 38 labels and Shopify 60, 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 platforms 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. Four of four in this category shown.
“Trustpilot rating of only 1.4/5 ("Bad")” DeepSeek V4 Flash · negative prompt · soft negative
“Best overall budget pick for a full store: BigCommerce Standard at $29/month is a strong low-cost option” Perplexity Sonar · budget prompt · first choice
“If you can stretch to ~$29/month, BigCommerce offers the best long-term value with zero transaction fees.” DeepSeek V4 Flash · budget prompt · first choice
“Start with Shopify Plus or BigCommerce Enterprise unless you have specific complexity” Kimi K2 · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Any standalone website (often run via Shopify or WooCommerce) that sells trending products at steep discounts without clear branding” Qwen 3.7 Flash · negative prompt · soft negative
“Transaction fees (1.6-2% without Shopify Payments), app subscription costs can exceed license fees, potential lock-in” MiniMax M2.5 · negative prompt · soft negative
“1. Shopify 🥇 ... Pick Shopify if: You want an all-in-one solution with minimal technical hassle and strong multi-channel capabilities.” Mistral Small · comparative prompt · first choice
“I'd recommend starting with BigCommerce or Shopify Plus—they balance strong B2B features with manageable complexity and cost” MiniMax M2.5 · direct prompt · first choice
“fast launch, strong for D2C/B2C and growing B2B, best developer experience and app ecosystem, best agentic/AI readiness” DeepSeek V4 Flash · scale 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.