Three of fourteen models named Braze first on the direct prompt; one named AppsFlyer. Braze was named by fourteen of the fourteen models and AppsFlyer by thirteen and Braze carries 46 labels and AppsFlyer 43, so the shares are not directly comparable.
New York City, United States, founded 2011. Named in fourteen categories this edition.
Herzliya, Israel, founded 2011. Named in five 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 4.20 | ||||||
| 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.
“Avoid Braze unless you have a clear need for its advanced capabilities *and* a budget to match—it's often overkill and overpriced” Kimi K2 · direct prompt · hard negative
“For most mid-market B2B apps, a combination of AppsFlyer (attribution) + Braze or CleverTap (engagement) + MobileAction (ASO) gives you a complete stack” GLM 4.7 FlashX · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“avoid purchasing enterprise-level Mobile Measurement Partners (MMPs) like AppsFlyer or Adjust immediately” Qwen 3.7 Flash · budget prompt · hard negative
“Avoid or be cautious with Braze and AppsFlyer due to their pricing models” Mistral Small · negative prompt · hard negative
“A user reported unexpected charges, difficulty downgrading, and a lack of transparency in billing... this single review suggests you should verify contract terms and billing policies before committing.” GLM 4.7 FlashX · negative prompt · soft negative
“The global market leader with the largest integration ecosystem... Choose AppsFlyer or Adjust for standard end-to-end attribution” Gemini 3.5 Flash · comparative prompt · first choice
“a combination of AppsFlyer (attribution) + Braze or CleverTap (engagement) + MobileAction (ASO) gives you a complete stack” GLM 4.7 FlashX · direct prompt · first choice
“AppsFlyer is the safest pick if you need the widest partner ecosystem and can pay $0.07 per conversion.” Muse Glimmer 30B · 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.