Six of twelve models named Customer.io first on the direct prompt; zero named CleverTap. Customer.io was named by twelve of the twelve models and CleverTap by eight and Customer.io carries 27 labels and CleverTap 17, so the shares are not directly comparable.
Named in seven categories this edition.
Mountain View, United States, founded 2013. Named in four categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 |
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. Five of five in this category shown.
“flags less public failure visibility and incompletely documented retry/fallback behavior” Perplexity Sonar · negative prompt · soft negative
“Customer.io — Trustpilot Problems ... Trustpilot rating: 2.8/5” GLM 4.7 FlashX · negative prompt · soft negative
“Customer.io is the best match for a mid-market B2B company that needs both mobile push notifications and SMS marketing in one platform” Perplexity Sonar · direct prompt · first choice
“OneSignal Professional, CleverTap, Customer.io, or MoEngage deliver enterprise-grade capabilities at a fraction of the cost” DeepSeek V4 Flash · scale prompt · first choice
“Customer.io: Best for product-led growth (PLG) and B2B/SaaS companies... transparent pricing model.” Gemini 3.5 Flash · scale 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.
“CleverTap's monthly active user pricing charges you for everyone active in the app whether or not you messaged them... This billing model can become expensive at scale.” Claude Haiku 4.5 · negative prompt · soft negative
“OneSignal Professional, CleverTap, Customer.io, or MoEngage deliver enterprise-grade capabilities at a fraction of the cost” DeepSeek V4 Flash · 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.