GTM AI Index
Index › Customer › Digital adoption › Userpilot vs Whatfix
Digital adoption and onboarding · September 2026 Edition

Userpilot vs Whatfix

Eight of twelve models named Userpilot first on the direct prompt; two named Whatfix. Both were named by all twelve models and Userpilot carries 41 labels and Whatfix 46, so the shares are not directly comparable.

Userpilot

accepted challenger

Named in six categories this edition.

Whatfix

criticized challenger

Named in two categories this edition.

First-choice share29%15%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate10%37%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.
Labels4146A 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 twelve direct answers. Userpilot vs UserGuiding · UserGuiding vs Whatfix

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

How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
UserpilotFirst choices, of twelve modelsWhatfix
Direct821 against Whatfix
Paraphrase603 against Whatfix
Comparative04
Budget-constrained016 against Whatfix
Scale-constrained041 against Userpilot
Negative303 against Userpilot · 7 against Whatfix
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.

The direct prompt

The plain question, one answer per model, grouped by where Userpilot and Whatfix stood in it.

Userpilot first, Whatfix an alternative

8 of 12 modelsWhatfix was named in the answer but not as the choice, or not at all.
Claude Haiku 4.5Userpilot alternatives: Pendo, UserGuiding
Gemini 3.5 FlashUserpilot alternatives: Appcues, Pendo, Spekit, Whatfix
Perplexity SonarUserpilot alternatives: Appcues, Chameleon, Pendo, Whatfix
Grok 4.1 FastAppcues, UserGuiding, Userpilot alternatives: Apty, Pendo, Tango
Mistral SmallUserpilot alternatives: Appcues, Product Fruits, Spekit, UserGuiding, Userlane
Llama 4 MaverickUserpilot alternatives: Appcues, Apty, UserGuiding
Qwen 3.7 FlashUserpilot alternatives: Appcues, UserGuiding, Whatfix
MiniMax M2.5Userpilot alternatives: Appcues, Chameleon, Pendo, Whatfix

Whatfix first, Userpilot an alternative

2 of 12 modelsUserpilot was named in the answer but not as the choice, or not at all.
GPT-5.4 miniWhatfix alternatives: Pendo, WalkMe
DeepSeek V4 FlashWhatfix alternatives: Appcues, Pendo, Userlane, Userpilot

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.
Kimi K2Pendo alternatives: Appcues, Chameleon, Userlane, Userpilot, Whatfix
GLM 4.7 FlashXPendo alternatives: Userlane, Whatfix

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 eleven points.
Userpilot11%#2 of 14
Whatfix0%#13 of 14
The full small business standing →
Mid-marketThe figures above
Userpilot leads by fifteen points.
Userpilot29%#1 of 11
Whatfix15%#3 of 11
The full mid-market standing →
Enterprise
The order flips: Whatfix leads at enterprise.
Whatfix26%#2 of 9
Userpilot2%#6 of 9
The full enterprise standing →

What 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 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.

“you will want to avoid heavy enterprise Digital Adoption Platforms (DAPs) like WalkMe, Whatfix, and Pendo” Gemini 3.5 Flash · budget prompt · hard negative
“Avoid WalkMe, Whatfix, and Pendo” Mistral Small · negative prompt · hard negative
“not realistic for limited budgets” DeepSeek V4 Flash · budget prompt · hard negative
“the best choice is usually Whatfix if your priority is a strong balance of enterprise-grade capability, implementation flexibility, and mid-market fit” GPT-5.4 mini · direct prompt · first choice
“Whatfix — Best Overall for Mid-Market B2B ... Whatfix offers the best balance of enterprise-grade features, customization, and reasonable pricing” DeepSeek V4 Flash · direct prompt · first choice
“Whatfix, Userlane, or Apty frequently offer the best balance of enterprise-grade capabilities, faster deployment, and more manageable TCO at your scale.” DeepSeek V4 Flash · scale prompt · first choice
Also compared
Userpilot vs UserGuidingUserGuiding vs WhatfixThe full digital adoption standing

Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.