Six of fourteen models named Customer.io first on the direct prompt; zero named Meta Advantage+ App Campaigns. Customer.io was named by thirteen of the fourteen models and Meta Advantage+ App Campaigns by thirteen and Customer.io carries 17 labels and Meta Advantage+ App Campaigns 24, so the shares are not directly comparable.
Named in twelve categories this edition.
By Meta Platforms, Menlo Park, United States, founded 2004. 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.
No label in this category carried a quote.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Established ad platforms—including Google, Meta, TikTok, and others—when reporting is opaque or results look too good.” GPT-6 Luna · negative prompt · soft negative
“Same bot patterns (fake devices, mass installs from single IPs, immediate uninstalls)” Kimi K2 · negative prompt · soft negative
“replaces Meta Advantage+ App Campaigns (15% then, 4% now)” Muse Glimmer 30B · paraphrase prompt · soft negative
“Meta Advantage+ App Campaigns and Google App Campaigns are the best mobile advertising apps for constrained budgets.” Claude Haiku 4.5 · budget prompt · first choice
“starting with Apple Search Ads (exact match only) and Meta App Campaigns set to value optimization is recommended” Llama 4 Maverick · budget prompt · first choice
“I recommend starting with Apple Search Ads (exact match only) and Meta App Campaigns set to value optimization.” Muse Glimmer 30B · budget 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.