Zero of fourteen models named Klaviyo first on the direct prompt; one named BigCommerce. Klaviyo was named by thirteen of the fourteen models and BigCommerce by ten and Klaviyo carries 52 labels and BigCommerce 15, so the shares are not directly comparable.
Boston, United States, founded 2012. Named in thirteen 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.
| 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. Four of four in this category shown.
“it is generally not recommended as a primary marketing platform for complex B2B companies” Gemini 3.5 Flash · direct prompt · hard negative
“Tools to Avoid for This Use Case - Klaviyo — ... deliberately B2C-focused” DeepSeek V4 Flash · paraphrase prompt · hard negative
“Choose Klaviyo if you have significant revenue and want to maximize the Lifetime Value (LTV) of your existing customers.” Qwen 3.7 Flash · comparative prompt · first choice
“stick with well-established names: Shopify, Klaviyo (for email/SMS), Meta Ads, Google Shopping” MiniMax M2.5 · negative prompt · first choice
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.