Zero of fourteen models named Klaviyo first on the direct prompt; zero named Airship. Klaviyo was named by thirteen of the fourteen models and Airship by thirteen and Klaviyo carries 28 labels and Airship 29, so the shares are not directly comparable.
Boston, United States, founded 2012. Named in thirteen categories this edition.
Portland, United States, founded 2009. 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 mobile marketing and push 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 4.1 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 |
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. Two of two in this category shown.
“Attentive and Klaviyo are phenomenal for SMS, but they are built for Shopify/e-commerce. They struggle with B2B data models” Gemini 3.5 Flash · direct prompt · hard negative
“E-commerce powerhouse (Shopify/others); SMS + email automation, personalization via data; high deliverability” Grok 4.1 Fast · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“Avoid Braze and Airship unless you have enterprise-level budgets” DeepSeek V4 Flash · paraphrase prompt · hard negative
“Labeled "enterprise giant" to avoid; poor fit for lean teams.” Grok 4.1 Fast · negative prompt · hard negative
“An enterprise-grade platform known for its reliability and security.” Qwen 3.7 Flash · comparative prompt · first choice
“Airship is the enterprise standard for mobile push notifications” Claude Haiku 4.5 · comparative prompt · first choice
“OneSignal/Braze/Airship for balance” Grok 4.1 Fast · scale 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.