Digital adoption and onboarding · October 2026 Edition
Userpilot vs Whatfix
Seven of fourteen models named Userpilot first on the direct prompt; five named Whatfix. Both were named by all fourteen models and Userpilot carries 49 labels and Whatfix 56, so the shares are not directly comparable.
Named in seven categories this edition.
Named in three categories this edition.
First-choice share30%13%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate12%39%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#3A position in a field of 11; printed, not drawn.
Labels4956A 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.Pendo was named alongside these two in nine of the fourteen direct answers. Userpilot vs UserGuiding · Userpilot vs Pendo · Userpilot vs Appcues
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
UserpilotFirst choices, of fourteen modelsWhatfix
Direct751 against Whatfix
Paraphrase1013 against Whatfix
Comparative071 against Whatfix
Budget-constrained002 against Userpilot · 5 against Whatfix
Scale-constrained121 against Whatfix
Negative104 against Userpilot · 11 against Whatfix
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the October 2026 Edition, Userpilot and Whatfix were named in the same answer ninety-six times, of the 259 answers naming Userpilot and the 179 naming Whatfix. In those answers Whatfix took the first choice seventeen times and Userpilot eighteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Userpilot and Whatfix 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 4.20 | | | | | | |
| 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
The plain question, one answer per model, grouped by where Userpilot and Whatfix stood in it.
Userpilot first, Whatfix an alternative
7 of 14 modelsWhatfix was named in the answer but not as the choice, or not at all.GPT-5.4 miniUserpilot alternatives: Pendo, WalkMe, Whatfix
Gemini 3.5 FlashUserpilot alternatives: Appcues, Spekit, Tango, Userflow, Whatfix
Perplexity SonarUserpilot alternatives: Chameleon, Product Fruits
Grok 4.20Pendo, Userpilot alternatives: UserGuiding, Whatfix
Kimi K2Userpilot alternatives: Appcues, Product Fruits, Whatfix
GPT-6 LunaUserpilot alternatives: Pendo, Whatfix
Muse Glimmer 30BUserGuiding, Userpilot alternatives: Gainsight PX, Pendo, Spekit, Whatfix
Whatfix first, Userpilot an alternative
5 of 14 modelsUserpilot was named in the answer but not as the choice, or not at all.Mistral SmallPendo, Whatfix alternatives: Gainsight PX, Userpilot
DeepSeek V4 FlashWhatfix alternatives: Appcues, UserGuiding, Userpilot
Qwen 3.7 FlashWhatfix alternatives: Appcues, Pendo, WalkMe
GLM 4.7 FlashXWhatfix alternatives: Appcues, Pendo, Product Fruits, UserGuiding, Userpilot
MiniMax M2.5Pendo, Whatfix alternatives: Appcues
Neither was the first choice, one was named
1 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Appcues, UserGuiding alternatives: Pendo, Product Fruits, Userpilot, Whatfix
Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.Llama 4 MaverickChameleon alternatives: Skalin, UserGuiding, Userflow
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 thirteen points.
Userpilot13%#2 of 10Whatfix0%#10 of 10Mid-marketThe figures above
Userpilot leads by seventeen points.
Userpilot30%#1 of 11Whatfix13%#3 of 11Enterprise
The order flips: Whatfix leads at enterprise.
Whatfix36%#1 of 8Userpilot4%#6 of 8What the models said about Userpilot
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Avoid "Product-Led Growth" Onboarding Tools (e.g., Appcues, Userflow, Chameleon, Userpilot)” Gemini 3.5 Flash · negative prompt · hard negative
“Best for SaaS onboarding on a mid-market budget: Userpilot - strong flow builder, A/B testing, and surveys from ~$249/mo” Muse Glimmer 30B · scale prompt · first choice
“Prioritize ease-of-use for SMBs: Userpilot, UserGuiding (4.7/5), or Chameleon score higher on quick setup and support.” Grok 4.20 · negative prompt · first choice
“I'd recommend Userpilot as the top in-product onboarding and user guidance tool for a mid-sized B2B company” Grok 4.20 · 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.
“WalkMe and Whatfix are frequently cited as platforms to approach with caution due to their limitations and cost.” Mistral Small · negative prompt · hard negative
“Whatfix | Similar to WalkMe—overkill and overpriced for mid-market needs” Kimi K2 · paraphrase prompt · hard negative
“Whatfix — pilot carefully if you lack an owner for ongoing content management. Some reviewers report cumbersome implementation, complex settings, or flow-management frustrations.” GPT-6 Luna · negative prompt · soft negative
“WalkMe's closest peer for employee adoption... WalkMe/Whatfix for large, regulated orgs needing governed, cross-app employee adoption” Muse Glimmer 30B · comparative prompt · first choice
“Whatfix and Pendo are the top recommendations due to their scalability, analytics, and proven success in complex environments.” Mistral Small · direct prompt · first choice
“Whatfix is the strongest direct competitor to WalkMe for mid-market businesses... easier to implement and more cost-effective” Qwen 3.7 Flash · direct prompt · first choice
Also compared
Userpilot vs UserGuidingUserpilot vs PendoUserpilot vs AppcuesUserpilot vs TangoUserpilot vs ChameleonUserpilot vs UserlaneUserGuiding vs WhatfixWhatfix vs PendoWhatfix vs AppcuesWhatfix vs TangoWhatfix vs ChameleonWhatfix vs UserlaneAll twenty-eight head-to-head pages and the full digital adoption 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.