In-app messaging and customer communications · September 2026 Edition
Userpilot vs Product Fruits
Five of twelve models named Userpilot first on the direct prompt; two named Product Fruits. Userpilot was named by twelve of the twelve models and Product Fruits by seven and Userpilot carries 32 labels and Product Fruits 12, so the shares are not directly comparable.
Named in six categories this edition.
Named in two categories this edition.
First-choice share16%5%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate9%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#5A position in a field of 15; printed, not drawn.
Labels3212A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Userpilot reading right to left. Rank and label count are printed, not drawn.Intercom was named alongside these two in nine of the twelve direct answers. Intercom vs Userpilot · Intercom vs Product Fruits · Userpilot vs OneSignal
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.
By framing
How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
UserpilotFirst choices, of twelve modelsProduct Fruits
Direct52
Paraphrase20
Comparative11
Budget-constrained001 against Userpilot
Scale-constrained00
Negative002 against Userpilot
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.
Every model, every framing
The seventy-two answers behind the chart above, one cell each: where Userpilot and Product Fruits stood in it.
| 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 | | | |
Userpilot Product Fruits first choice named as an alternative argued againstblank: not namedEach cell is one answer, Userpilot on the left and Product Fruits on the right.The direct prompt
The plain question, one answer per model, grouped by where Userpilot and Product Fruits stood in it.
Both were the first choice
1 of 12 modelsThe answer named them together, and the judge labeled each a first choice.MiniMax M2.5Product Fruits, Userpilot alternatives: Appcues, Customer.io, Intercom, Pendo
Userpilot first, Product Fruits an alternative
4 of 12 modelsProduct Fruits was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashCustomer.io, Gleap, Userpilot alternatives: Front, Userflow
Mistral SmallUserpilot alternatives: Intercom, Product Fruits
Kimi K2Userpilot alternatives: Appcues, Pendo
GLM 4.7 FlashXUserpilot alternatives: Appcues, Intercom, Product Fruits, UserGuiding
Product Fruits first, Userpilot an alternative
1 of 12 modelsUserpilot was named in the answer but not as the choice, or not at all.Qwen 3.7 FlashIntercom, Product Fruits alternatives: Appcues, Userpilot
Neither was the first choice, one was named
4 of 12 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Intercom alternatives: Customer.io, Product Fruits, Userpilot
GPT-5.4 miniAppcues alternatives: Intercom, Pendo, Userpilot
Perplexity SonarIntercom alternatives: Appcues, Userpilot
DeepSeek V4 FlashIntercom alternatives: Appcues, Chameleon, Gleap, Userpilot
Neither was named
2 of 12 modelsThe answer made no first choice from these two in this category.Grok 4.1 FastStream Chat alternatives: CometChat, Intercom
Llama 4 Maverickno first choice
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.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Userpilot leads by two points.
Userpilot6%#4 of 12Product Fruits4%#8 of 12Mid-marketThe figures above
Userpilot leads by eleven points.
Userpilot16%#2 of 15Product Fruits5%#5 of 15Enterprise
Userpilot leads by two points.
Userpilot4%#5 of 13Product Fruits2%#– of 13What the models said about Userpilot
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
What the models said about Product Fruits
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“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
Also compared
Intercom vs UserpilotIntercom vs Product FruitsUserpilot vs OneSignalUserpilot vs Customer.ioUserpilot vs PushwooshUserpilot vs AppcuesUserpilot vs PendoOneSignal vs Product FruitsCustomer.io vs Product FruitsProduct Fruits vs PushwooshProduct Fruits vs AppcuesProduct Fruits vs PendoAll twenty-eight head-to-head pages and the full in-app messaging standing
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.