Zero of fourteen models named OneSignal first on the direct prompt; zero named Google App Campaigns. OneSignal was named by twelve of the fourteen models and Google App Campaigns by thirteen and OneSignal carries 31 labels and Google App Campaigns 19, so the shares are not directly comparable.
By Q140701571, San Mateo, United States, founded 2011. Named in four categories this edition.
By Google, Mountain View, California, United States, founded 1998. Named in one category 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.
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. Four of five in this category shown.
“Google can spend a significant portion of your budget displaying your ads in free mobile games... Be sure to aggressively utilize negative placement exclusions.” Gemini 3.5 Flash · negative prompt · soft negative
“The best mobile app marketing platforms for a company with a limited budget are Meta Advantage+ App Campaigns and Google App Campaigns.” Llama 4 Maverick · budget prompt · first choice
“Meta Advantage+ App Campaigns and Google App Campaigns are the best mobile advertising apps for constrained budgets.” Muse Glimmer 30B · budget prompt · first choice
“Stick with well-established, transparent platforms like: Google App Campaigns (with Google's fraud protections)” DeepSeek V4 Flash · negative 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.