Zero of twelve models named Google App Campaigns first on the direct prompt; one named MoEngage. Google App Campaigns was named by eleven of the twelve models and MoEngage by eight and both carry 17 labels, so the shares below are directly comparable.
By Google Search, United States, founded 1997. Named in one category this edition.
founded 2014. Named in six 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 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 | ||||||
| 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. Three of four in this category shown.
“Why it’s best for budget: Uses automated bidding across Google Search, YouTube, Play Store, and Display Network. No minimum daily spend requirement.” Qwen 3.7 Flash · budget prompt · first choice
“is Meta Advantage+ App Campaigns and Google App Campaigns. They have no minimum spend requirement” Llama 4 Maverick · budget prompt · first choice
“Google App Campaigns: Similar to Meta — automated bidding with no minimum spend.” GLM 4.7 FlashX · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“CleverTap and MoEngage are heavily tailored to B2C e-commerce” Gemini 3.5 Flash · paraphrase prompt · hard negative
“I would recommend MoEngage *if your main need is mobile engagement and growth across push, in-app, and lifecycle messaging*” Perplexity Sonar · paraphrase prompt · first choice
“Want omnichannel journeys, built-in analytics, mid-market pricing | MoEngage, CleverTap, WebEngage” Kimi K2 · 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.