Five of fourteen models named OneSignal first on the direct prompt; zero named Klaviyo. OneSignal was named by fourteen of the fourteen models and Klaviyo by thirteen and OneSignal carries 62 labels and Klaviyo 28, so the shares are not directly comparable.
By Q140701571, San Mateo, United States, founded 2011. Named in four 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 mobile marketing and push page.
Across every category in the October 2026 Edition, OneSignal and Klaviyo were named in the same answer fifty-six times, of the 348 answers naming OneSignal and the 390 naming Klaviyo. In those answers Klaviyo took the first choice one time and OneSignal twenty-six.
| 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. Four of four in this category shown.
“OneSignal relies primarily on FCM for Android delivery, which creates reliability issues in markets like China where Google services are blocked.” Muse Glimmer 30B · negative prompt · soft negative
“Budget-friendly, easy setup, good for lean teams | Less enterprise depth for complex journeys” DeepSeek V4 Flash · scale prompt · soft negative
“Be cautious with: OneSignal (verify new pricing works for you)” Kimi K2 · negative prompt · soft negative
“I'd recommend OneSignal as the starting point—it's cost-effective, has strong deliverability, and handles both push and SMS well.” MiniMax M2.5 · direct prompt · first choice
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
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.