# Userpilot vs Product Fruits: which do AI models recommend for in-app messaging, September 2026

GTM AI Recommendation Index, September 2026 Edition, In-app messaging and customer communications. Five of twelve models named Userpilot first on the direct prompt; two named Product Fruits. Page: https://gtm-ai-index.com/customer/in-app-messaging-and-customer-communications/userpilot-vs-product-fruits/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Userpilot | 16% | #2 of 15 | 9% | 32 | 12 of 12 |
| Product Fruits | 5% | #5 of 15 | 0% | 12 | 7 of 12 |

## The direct prompt, model by model

- MiniMax M2.5: both first (first choices: Product Fruits, Userpilot) (alternatives: Appcues, Customer.io, Intercom, Pendo)
- Gemini 3.5 Flash: userpilot first (first choices: Customer.io, Gleap, Userpilot) (alternatives: Front, Userflow)
- Mistral Small: userpilot first (first choices: Userpilot) (alternatives: Intercom, Product Fruits)
- Kimi K2: userpilot first (first choices: Userpilot) (alternatives: Appcues, Pendo)
- GLM 4.7 FlashX: userpilot first (first choices: Userpilot) (alternatives: Appcues, Intercom, Product Fruits, UserGuiding)
- Qwen 3.7 Flash: product fruits first (first choices: Intercom, Product Fruits) (alternatives: Appcues, Userpilot)
- Claude Haiku 4.5: neither first, one named (first choices: Intercom) (alternatives: Customer.io, Product Fruits, Userpilot)
- GPT-5.4 mini: neither first, one named (first choices: Appcues) (alternatives: Intercom, Pendo, Userpilot)
- Perplexity Sonar: neither first, one named (first choices: Intercom) (alternatives: Appcues, Userpilot)
- DeepSeek V4 Flash: neither first, one named (first choices: Intercom) (alternatives: Appcues, Chameleon, Gleap, Userpilot)
- Grok 4.1 Fast: neither named (first choices: Stream Chat) (alternatives: CometChat, Intercom)
- Llama 4 Maverick: neither named

## What the models said about Userpilot

- "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)

## What the models said about Product Fruits

- "Product Fruits is the top pick for web-based SaaS, combining no-code in-app announcements with Flows" (Claude Haiku 4.5, comparative prompt, first choice)
- "Top Pick: Product Fruits ... is currently the top-rated specialist." (Qwen 3.7 Flash, direct prompt, first choice)
- "Product Fruits (Top Pick for B2B SaaS)" (MiniMax M2.5, direct prompt, first choice)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.