Zero of twelve models named Google App Campaigns first on the direct prompt; two named AppsFlyer. Google App Campaigns was named by eleven of the twelve models and AppsFlyer by twelve and Google App Campaigns carries 17 labels and AppsFlyer 36, so the shares are not directly comparable.
By Google Search, United States, founded 1997. Named in one category this edition.
Herzliya, Israel, founded 2011. Named in two 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. Four of five in this category shown.
“AppsFlyer: Some extreme negative Trustpilot reviews (unjustified charges, poor support, scam claims), but outlier amid 4.7/5 G2 leader status” Grok 4.1 Fast · negative prompt · soft negative
“Strengths: Most widely used globally, strongest fraud detection... Best for: Most apps needing comprehensive attribution” Mistral Small · comparative prompt · first choice
“Always use an independent MMP (AppsFlyer, Adjust, Singular) — never rely on a network's self-reported attribution” DeepSeek V4 Flash · negative prompt · first choice
“If your priority is campaign measurement at scale: AppsFlyer or Adjust are common choices.” GPT-5.4 mini · comparative 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.