Five of twelve models named Userpilot first on the direct prompt; zero named Pushwoosh. Userpilot was named by twelve of the twelve models and Pushwoosh by eight and Userpilot carries 32 labels and Pushwoosh 10, so the shares are not directly comparable.
Named in six categories this edition.
Fairfax, United States, founded 2014. Named in three 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 in-app messaging and customer communications 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. Four of four in this category shown.
“Strong for adoption, but weaker for two-way feedback if that is your priority” Perplexity Sonar · negative prompt · soft negative
“tools like Appcues and Userpilot start at $250 to $300+/month” Gemini 3.5 Flash · budget prompt · soft negative
“Best Overall: Userpilot ... Start with Userpilot for the best balance of features, transparent pricing, and mid-market fit.” Kimi K2 · direct prompt · first choice
“Choose Userpilot if your primary goal is to improve trial-to-paid conversion rates and feature adoption” Gemini 3.5 Flash · direct 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.
“Pushwoosh (from $0) | Cheaper start, but spikes at volume.” Grok 4.1 Fast · scale prompt · soft negative
“Winner: Pushwoosh Pushwoosh is widely considered the most cost-effective platform for sending in-app messages” Qwen 3.7 Flash · budget prompt · first choice
“Pushwoosh emerges as the best in-app messaging platform for companies with limited budgets” MiniMax M2.5 · 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.