Shopify vs BigCommerce
Zero of fourteen models named Shopify first on the direct prompt; one named BigCommerce. Shopify was named by twelve of the fourteen models and BigCommerce by ten and Shopify carries 28 labels and BigCommerce 15, so the shares are not directly comparable.
Ottawa, Canada, founded 2006. Named in seven categories this edition.
Named in four 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 marketing page.
By framing
ShopifyFirst choices, of fourteen modelsBigCommerce
Across every category in the October 2026 Edition, Shopify and BigCommerce were named in the same answer fifty-nine times, of the 349 answers naming Shopify and the 81 naming BigCommerce. In those answers BigCommerce took the first choice five times and Shopify eleven.
Every model, every framing
| 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 | |
Shopify BigCommerce first choice named as an alternative argued againstblank: not namedEach cell is one answer, Shopify on the left and BigCommerce on the right.The direct prompt
BigCommerce first, Shopify an alternative
1 of 14 modelsShopify was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
6 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Shopify8%#5 of 10BigCommerce4%#6 of 10Shopify4%#4 of 13BigCommerce4%#8 of 13Shopify4%#6 of 11BigCommerce4%#7 of 11What the models said about Shopify
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Shopify's push toward using its own tools can create friction, and businesses that opt out of Shopify Payments face additional transaction fees.” Claude Haiku 4.5 · negative prompt · soft negative
“If you want an all-in-one platform: Shopify offers built-in email marketing, discounts, product reviews, and abandoned cart emails at a low starting price ($5/month).” GLM 4.7 FlashX · budget prompt · first choice
“One of the most popular all-in-one platforms... It's best for businesses that want a unified solution for sales, marketing, and operations” Mistral Small · comparative prompt · first choice
What the models said about BigCommerce
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Poor customer service that refers problems to paid developers” GLM 4.7 FlashX · negative prompt · hard negative
“I'd suggest starting conversations with Shopify Plus, BigCommerce Enterprise, and Adobe Commerce as a baseline” MiniMax M2.5 · scale prompt · first choice
“BigCommerce (B2B Edition) — Best Overall for Mid-Market B2B” DeepSeek V4 Flash · direct prompt · first choice
“the strongest mid-market-friendly option is often BigCommerce or Salesforce Commerce Cloud” GPT-5.4 mini · direct prompt · alternative
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.