Zero of fourteen models named OneSignal first on the direct prompt; zero named Apple Search Ads. OneSignal was named by twelve of the fourteen models and Apple Search Ads by nine and OneSignal carries 31 labels and Apple Search Ads 12, so the shares are not directly comparable.
By Q140701571, San Mateo, United States, founded 2011. Named in four categories this edition.
Named in two 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 4.1 Fast | AS | |||||
| Mistral Small | AS | |||||
| DeepSeek V4 Flash | AS | |||||
| Llama 4 Maverick | AS | |||||
| Qwen 3.7 Flash | AS | |||||
| Kimi K2 | AS | |||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | AS | AS | ||||
| 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.
“It's the most accessible entry point for engagement with strong push notification infrastructure, simple integration, and a generous free tier, making it the right starting point” Claude Haiku 4.5 · budget prompt · first choice
“OneSignal — Best Value All-Around ... For the majority of small-budget companies, OneSignal (free tier) ... gives the best overall value.” DeepSeek V4 Flash · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“If you can spend a few hundred dollars, start with Apple Search Ads – you'll get high-intent users at the lowest average CPI.” MiniMax M2.5 · budget prompt · first choice
“Overall Best for Limited Budget: Apple Search Ads if iOS-focused (highest quality, lowest barrier).” Grok 4.1 Fast · budget prompt · first choice
“This is widely considered the best place to start for iOS apps. It requires very low minimum daily budgets” Qwen 3.7 Flash · budget 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.