Userpilot vs Apty
Eight of twelve models named Userpilot first on the direct prompt; zero named Apty. Userpilot was named by twelve of the twelve models and Apty by eleven and Userpilot carries 41 labels and Apty 21, so the shares are not directly comparable.
Named in six 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 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 digital adoption and onboarding page.
By framing
UserpilotFirst choices, of twelve modelsApty
Across every category in the September 2026 Edition, Userpilot and Apty were named in the same answer forty-eight times, of the 221 answers naming Userpilot and the 68 naming Apty. In those answers Apty took the first choice four times and Userpilot eight.
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 4.1 Fast | | | | |||
| Mistral Small | | | | | ||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | | |||||
| Kimi K2 | | | | | | |
| GLM 4.7 FlashX | | | ||||
| MiniMax M2.5 | | |
Userpilot Apty first choice named as an alternative argued againstblank: not namedEach cell is one answer, Userpilot on the left and Apty on the right.The direct prompt
Userpilot first, Apty an alternative
8 of 12 modelsApty was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 of 12 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
Userpilot11%#2 of 14Apty0%#12 of 14Userpilot29%#1 of 11Apty2%#8 of 11Apty9%#4 of 9Userpilot2%#6 of 9What 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.
“If your product has a mobile version, you should avoid Userpilot” Gemini 3.5 Flash · negative prompt · hard negative
“Userpilot - Mid-market pricing ($249/mo) may be expensive for smaller teams” GLM 4.7 FlashX · negative prompt · soft negative
“some DAPs that are considered good options include: * Userpilot (affordable, no-code builder, precise targeting)” Llama 4 Maverick · negative prompt · first choice
“It is currently the most recommended for mid-market B2B SaaS teams looking to drive activation and retention.” Qwen 3.7 Flash · direct prompt · first choice
What the models said about Apty
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“not realistic for limited budgets” DeepSeek V4 Flash · budget prompt · hard negative
“be cautious with these common pain points across enterprise-focused DAPs (e.g., WalkMe, Whatfix, Pendo, Apty)” Grok 4.1 Fast · negative prompt · soft negative
“don't use an enterprise DAP (WalkMe, Whatfix, Apty) for customer onboarding of a modern SaaS product” DeepSeek V4 Flash · negative prompt · soft negative
“Whatfix, Userlane, or Apty frequently offer the best balance” DeepSeek V4 Flash · scale prompt · first choice
“Best For: Organizations where data quality and compliance are the primary issues.” Gemini 3.5 Flash · comparative prompt · alternative
“Apty — Compliance & Process Focus ... Regulated industry, compliance critical” Kimi K2 · 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.