Whatfix vs Product Fruits
Five of fourteen models named Whatfix first on the direct prompt; zero named Product Fruits. Whatfix was named by fourteen of the fourteen models and Product Fruits by ten and Whatfix carries 62 labels and Product Fruits 18, so the shares are not directly comparable.
Named in four categories this edition.
Named in three 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
WhatfixFirst choices, of fourteen modelsProduct Fruits
Across every category in the November 2026 Edition, Whatfix and Product Fruits were named in the same answer forty-two times, of the 201 answers naming Whatfix and the 83 naming Product Fruits. In those answers Product Fruits took the first choice nine times and Whatfix seven.
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 | | | | |
Whatfix Product Fruits first choice named as an alternative argued againstblank: not namedEach cell is one answer, Whatfix on the left and Product Fruits on the right.The direct prompt
Whatfix first, Product Fruits not the choice
5 of 14 modelsProduct Fruits was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 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
Product Fruits15%#2 of 12Whatfix0%#11 of 12Whatfix13%#2 of 11Product Fruits2%#7 of 11Whatfix40%#1 of 11Product Fruits0%#– of 11What 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
What the models said about Product Fruits
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Lighter-weight tools such as Tango, UserGuiding, or Product Fruits for complex, highly customized workflows” GPT-6 Luna · negative prompt · soft negative
“Limited analytics/AI depth; less robust for mid-market scale” Grok 4.20 · direct prompt · soft negative
“Highly rated for user onboarding/retention; AI-powered, intuitive, affordable for mid-market; fewer complexity complaints.” Grok 4.20 · negative prompt · first choice
“Best overall: Product Fruits at $111/month – best balance of price, AI features, and no-code ease.” DeepSeek V4 Flash · budget prompt · first choice
“also worth a look if you want a budget-conscious onboarding tool with self-service features, though pricing varies” GPT-5.4 mini · budget 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.