Six of fourteen models named BigCommerce B2B Edition first on the direct prompt; zero named Klaviyo. BigCommerce B2B Edition was named by ten of the fourteen models and Klaviyo by fourteen and BigCommerce B2B Edition carries 12 labels and Klaviyo 49, so the shares are not directly comparable.
Named in three categories this edition.
Boston, United States, founded 2012. Named in thirteen 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.
| 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.
No label in this category carried a quote.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Industry Standard for DTC. Deep integration with Shopify/Magento... Upgrade to Klaviyo once you have significant revenue.” Qwen 3.7 Flash · comparative prompt · first choice
“1. Klaviyo - Focus: Email and SMS marketing automation, especially strong for Shopify and Magento stores.” Mistral Small · comparative prompt · first choice
“Choose Klaviyo (for maximum data depth/predictive scaling) or Omnisend (for lower cost and ease of use).” Gemini 3.5 Flash · comparative 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.