Twelve of fourteen models named BigCommerce B2B Edition first on the direct prompt; one named Adobe Commerce. Both were named by all fourteen models and BigCommerce B2B Edition carries 61 labels and Adobe Commerce 56, so the shares are not directly comparable.
Named in three categories this edition.
By Adobe, San Jose, United States, founded 1982. Named in six 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, BigCommerce B2B Edition and Adobe Commerce were named in the same answer 132 times, of the 199 answers naming BigCommerce B2B Edition and the 228 naming Adobe Commerce. In those answers Adobe Commerce took the first choice ten times and BigCommerce B2B Edition forty-two.
| 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. Six of eight in this category shown.
“Bad platform, even worse support. Avoid at all costs.” Muse Glimmer 30B · negative prompt · hard negative
“users consistently report aggressive price increases and poor support when problems arise” DeepSeek V4 Flash · negative prompt · soft negative
“platforms like Shopify or BigCommerce offer more built-in tools, though at a higher cost” MiniMax M2.5 · budget prompt · soft negative
“BigCommerce (particularly its B2B Edition or Enterprise tier) is often considered the best overall ecommerce platform for a mid-market B2B company.” Grok 4.20 · direct prompt · first choice
“For most mid-market B2B companies, BigCommerce B2B Edition offers the best balance of features, cost-effectiveness, and ease of implementation” MiniMax M2.5 · direct prompt · first choice
“BigCommerce B2B Edition: Known for its ability to handle complex B2B operations, including custom pricing, quote workflows, and ERP integrations.” Llama 4 Maverick · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Official support ended in June 2020. Running a Magento 1 store today exposes you to massive security risks” Gemini 3.5 Flash · negative prompt · hard negative
“Avoid: Enterprise options like Adobe Commerce or Magento (too complex/expensive for limited budgets).” Grok 4.20 · budget prompt · hard negative
“Avoid or be cautious with Adobe Commerce (Magento)... making it a poor choice for small businesses” Mistral Small · negative prompt · hard negative
“the industry consensus for the top three contenders in this specific bracket is Adobe Commerce (Magento), Shopify Plus, and BigCommerce” Qwen 3.7 Flash · direct prompt · first choice
“If you need deep customisation and already have a dev team: *Adobe Commerce (Magento 2)* or *Salesforce Commerce Cloud* give you the most flexibility.” MiniMax M2.5 · paraphrase prompt · alternative
“Adobe Commerce is better suited to B2B-heavy operations that justify substantial implementation and maintenance effort” Perplexity Sonar · paraphrase 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.