Zero of twelve models named Meta Advantage+ App Campaigns first on the direct prompt; one named MoEngage. Meta Advantage+ App Campaigns was named by eleven of the twelve models and MoEngage by eight and Meta Advantage+ App Campaigns carries 20 labels and MoEngage 17, so the shares are not directly comparable.
By Meta Platforms, Menlo Park, United States, founded 2004. 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. Five of six in this category shown.
“Social platforms (Meta, TikTok, Snapchat) self-report engagement metrics creating conflicts of interest, with click farms and bot-driven engagement inflating reach figures” Claude Haiku 4.5 · negative prompt · soft negative
“Strict walled gardens like Google Ads, Meta, TikTok, and similar platforms can deliver scale, but they also enforce tight compliance rules” Perplexity Sonar · negative prompt · soft negative
“The best mobile app marketing platform for a company with a limited budget is Meta Advantage+ App Campaigns and Google App Campaigns.” Llama 4 Maverick · budget prompt · first choice
“Meta often has lower CPI ($1.80-2.30 US non-gaming) vs. Google ($2.90-3.40), and both suit constrained budgets better” Grok 4.1 Fast · budget prompt · first choice
“Tier 1 - Proven Safe: - Meta Advantage+ App Campaigns (with strict placement controls)” Mistral Small · negative 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.