Userpilot vs Appcues
Five of fourteen models named Userpilot first on the direct prompt; four named Appcues. Userpilot was named by thirteen of the fourteen models and Appcues by fourteen and Userpilot carries 27 labels and Appcues 35, so the shares are not directly comparable.
Named in seven categories this edition.
Named in seven categories 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 in-app messaging and customer communications page.
By framing
UserpilotFirst choices, of fourteen modelsAppcues
Across every category in the October 2026 Edition, Userpilot and Appcues were named in the same answer 144 times, of the 259 answers naming Userpilot and the 239 naming Appcues. In those answers Appcues took the first choice five times and Userpilot twenty-six.
Every model, every framing
| 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 | |
Userpilot Appcues first choice named as an alternative argued againstblank: not namedEach cell is one answer, Userpilot on the left and Appcues on the right.The direct prompt
Both were the first choice
2 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Userpilot first, Appcues an alternative
3 of 14 modelsAppcues was named in the answer but not as the choice, or not at all.Appcues first, Userpilot an alternative
2 of 14 modelsUserpilot was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.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
Userpilot2%#9 of 13Appcues0%#11 of 13What the models said about Userpilot
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Good tool but pricey for small budgets” DeepSeek V4 Flash · budget prompt · hard negative
What the models said about Appcues
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Appcues is widely considered the best all-around solution for mid-market B2B SaaS companies.” Qwen 3.7 Flash · direct prompt · first choice
“most comparisons list Appcues and Userpilot as the leading mid-market DAPs” Muse Glimmer 30B · direct 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.