Six of fourteen models named Customer.io first on the direct prompt; one named MoEngage. Customer.io was named by thirteen of the fourteen models and MoEngage by nine and Customer.io carries 17 labels and MoEngage 16, so the shares are not directly comparable.
Named in twelve categories this edition.
founded 2014. Named in eight 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 apps 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. Four of four in this category shown.
“These are overkill and overpriced for most mid-sized B2B companies.” Kimi K2 · paraphrase prompt · hard negative
“Strong but consumer/mobile-first orientation” DeepSeek V4 Flash · paraphrase prompt · soft negative
“CleverTap / MoEngage / WebEngage for mobile-first mid-market pricing” Muse Glimmer 30B · direct prompt · first choice
“Braze or MoEngage are top choices.” Mistral Small · paraphrase 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.