Zero of fourteen models named MobileAction first on the direct prompt; zero named Sonar. MobileAction was named by twelve of the fourteen models and Sonar by nine and MobileAction carries 32 labels and Sonar 11, so the shares are not directly comparable.
Named in two categories this edition.
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 app store optimization tools 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 | ||||||
| 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. Five of six in this category shown.
“high-tier Sensor Tower or MobileAction are incredible resources for massive marketing teams. However, they often lock their most useful keyword tools behind expensive enterprise-level subscriptions” Gemini 3.5 Flash · negative prompt · soft negative
“More agency-oriented; strong ASA automation but less B2B-specific brand/competitor intelligence.” DeepSeek V4 Flash · paraphrase prompt · soft negative
“This is a great starting point for small teams or startups that need basic ASO insights without a financial commitment.” Mistral Small · budget prompt · first choice
“I'd start with MobileAction Pro for a mid-sized B2B company focused on app-store rankings.” GPT-6 Luna · paraphrase prompt · first choice
“shortlist AppTweak or MobileAction for hands-on ASO” GPT-6 Luna · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“solid but start paid and lack fully free equivalents matching AppFollow's breadth” Grok 4.1 Fast · budget prompt · soft negative
“Too lightweight for B2B needs (from $29/mo)” DeepSeek V4 Flash · direct prompt · soft negative
“If you have ~$30/month: Go with Sonar. It offers the cleanest search volume/difficulty data for the price” Gemini 3.5 Flash · budget prompt · first choice
“Best for Indie Developers: Sonar ... Excellent value, covers all core ASO tasks” GLM 4.7 FlashX · budget prompt · alternative
“If you are a solo/indie developer: Start with Sonar or ASOMobile.” Gemini 3.5 Flash · comparative prompt · alternative
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.