Userpilot vs Whatfix
Six of fourteen models named Userpilot first on the direct prompt; five named Whatfix. Both were named by all fourteen models and Userpilot carries 46 labels and Whatfix 62, so the shares are not directly comparable.
Named in eight categories this edition.
Named in four 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 digital adoption and onboarding page.
By framing
UserpilotFirst choices, of fourteen modelsWhatfix
Across every category in the November 2026 Edition, Userpilot and Whatfix were named in the same answer 100 times, of the 265 answers naming Userpilot and the 201 naming Whatfix. In those answers Whatfix took the first choice twenty times and Userpilot nineteen.
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 Whatfix first choice named as an alternative argued againstblank: not namedEach cell is one answer, Userpilot on the left and Whatfix on the right.The direct prompt
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Userpilot first, Whatfix an alternative
5 of 14 modelsWhatfix was named in the answer but not as the choice, or not at all.Whatfix first, Userpilot an alternative
4 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.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%#3 of 12Whatfix0%#11 of 12Userpilot39%#1 of 11Whatfix13%#2 of 11Whatfix40%#1 of 11Userpilot2%#7 of 11What the models said about Userpilot
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“criticized in Reddit/UX discussions for overemphasizing metrics/tracking ... Can feel analytics-heavy rather than guidance-focused” Grok 4.20 · negative prompt · soft negative
“though Userpilot starts at $299/mo, which might be too high for "limited"” DeepSeek V4 Flash · budget prompt · soft negative
“Userpilot is the top recommendation due to its balance of ease of use, customization, and scalability” Mistral Small · paraphrase prompt · first choice
“For most mid-market B2B SaaS companies, Userpilot is the strongest all-around pick” DeepSeek V4 Flash · direct prompt · first choice
“Userpilot is arguably the strongest recommendation for a mid-sized B2B company today.” Qwen 3.7 Flash · paraphrase prompt · first choice
What the models said about Whatfix
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid enterprise-focused platforms like WalkMe and Whatfix if you're on a limited budget” Kimi K2 · budget prompt · hard negative
“Avoid enterprise-heavy tools like WalkMe or Pendo unless you qualify for discounts” Grok 4.20 · budget prompt · hard negative
“Avoid WalkMe and Whatfix unless you have an enterprise budget” Perplexity Sonar · budget prompt · hard negative
“1. Whatfix - An AI-native Digital Adoption Platform that unifies pre-production simulation training, in-workflow guidance and support” Claude Haiku 4.5 · direct prompt · first choice
“Whatfix and WalkMe are top choices due to their flexibility, strong feature sets, and proven track records.” Mistral Small · direct prompt · first choice
“Whatfix stands out as the best overall digital adoption platform (DAP) for a mid-market B2B company” Grok 4.20 · 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.