One of fourteen models named Shopify first on the direct prompt; zero named WooCommerce. Both were named by all fourteen models and Shopify carries 73 labels and WooCommerce 44, so the shares are not directly comparable.
Ottawa, Canada, founded 2006. Named in seven categories this edition.
United States, founded 2011. Named in five 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.
Across every category in the November 2026 Edition, Shopify and WooCommerce were named in the same answer 164 times, of the 356 answers naming Shopify and the 183 naming WooCommerce. In those answers WooCommerce took the first choice twenty-one times and Shopify sixty-seven.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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 six in this category shown.
“it has some limitations, such as higher long-term costs and limited deep customization... if you sell regulated products, Shopify may not be the best choice” Llama 4 Maverick · negative prompt · soft negative
“Additional costs, high plan fees and customization difficulties that require hiring professional help are all fairly common complaints.” Muse Glimmer 30B · negative prompt · soft negative
“If you want the easiest onboarding and don't need heavy customisation: *Shopify Plus* or *BigCommerce B2B Edition* are solid starting points.” MiniMax M2.5 · paraphrase prompt · first choice
“Shopify ranks highest overall for most small and mid-sized ecommerce businesses due to speed, ecosystem strength, and marketing capabilities” Claude Haiku 4.5 · comparative prompt · first choice
“otherwise Shopify Starter at $5/mo is the cheapest fully-hosted, reliable option to start selling without added transaction fees” Muse Glimmer 30B · budget 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.
“Good if you want flexibility, but it's self-hosted, so you're responsible for hosting, security patching, compliance, and plugin maintenance.” GPT-5.4 mini · negative prompt · soft negative
“WooCommerce offers maximum flexibility but maximum responsibility... including security exposure, plugin conflicts, and hosting variability.” Claude Haiku 4.5 · negative prompt · soft negative
“For the Absolute Lowest Cost: Start with Big Cartel (free for small stores) or WooCommerce (free plugin, but budget for hosting).” MiniMax M2.5 · budget prompt · first choice
“The Most Cost-Effective Option: WordPress + WooCommerce ... this is the gold standard for low-budget e-commerce.” Qwen 3.7 Flash · budget prompt · first choice
“The "best" for most limited-budget companies is WooCommerce if you already use WordPress and can handle hosting” Muse Glimmer 30B · 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.