Digital adoption and onboarding · September 2026 Edition
Whatfix vs HelpHero
Two of twelve models named Whatfix first on the direct prompt; zero named HelpHero. Whatfix was named by twelve of the twelve models and HelpHero by seven and Whatfix carries 46 labels and HelpHero 10, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
First-choice share15%10%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate37%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#4A position in a field of 11; printed, not drawn.
Labels4610A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Whatfix reading right to left. Rank and label count are printed, not drawn.Userpilot was named alongside these two in ten of the twelve direct answers. Userpilot vs Whatfix · Userpilot vs HelpHero · 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.
WhatfixFirst choices, of twelve modelsHelpHero
Direct201 against Whatfix
Paraphrase003 against Whatfix
Comparative40
Budget-constrained156 against Whatfix
Scale-constrained40
Negative007 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.
Every model, every framing
The seventy-two answers behind the chart above, one cell each: where Whatfix and HelpHero 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 4.1 Fast | | | | |||
| Mistral Small | | | | |||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | | | | | | |
| Kimi K2 | | | | | | |
| GLM 4.7 FlashX | | | | | ||
| MiniMax M2.5 | | | | | |
Whatfix HelpHero first choice named as an alternative argued againstblank: not namedEach cell is one answer, Whatfix on the left and HelpHero on the right.The direct prompt
The plain question, one answer per model, grouped by where Whatfix and HelpHero stood in it.
Whatfix first, HelpHero not the choice
2 of 12 modelsHelpHero 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
6 of 12 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashUserpilot alternatives: Appcues, Pendo, Spekit, Whatfix
Perplexity SonarUserpilot alternatives: Appcues, Chameleon, Pendo, Whatfix
Qwen 3.7 FlashUserpilot alternatives: Appcues, UserGuiding, Whatfix
Kimi K2Pendo alternatives: Appcues, Chameleon, Userlane, Userpilot, Whatfix
GLM 4.7 FlashXPendo alternatives: Userlane, Whatfix
MiniMax M2.5Userpilot alternatives: Appcues, Chameleon, Pendo, Whatfix
Neither was named
4 of 12 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Userpilot alternatives: Pendo, UserGuiding
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
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
HelpHero leads by nine points.
HelpHero9%#3 of 14Whatfix0%#13 of 14Mid-marketThe figures above
The order flips: Whatfix leads at mid-market.
Whatfix15%#3 of 11HelpHero10%#4 of 11Enterprise
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
What the models said about HelpHero
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“HelpHero and UserGuiding are the strongest practical picks, with HelpHero appearing to be the cheapest option” Perplexity Sonar · budget prompt · first choice
“1. HelpHero - Best Overall Budget Option ... If budget is the primary concern: Go with HelpHero ($55/month)” GLM 4.7 FlashX · budget prompt · first choice
“For most small businesses, HelpHero offers the best balance of affordability and features” Mistral Small · budget prompt · first choice
Also compared
Userpilot vs WhatfixUserpilot vs HelpHeroUserGuiding vs WhatfixUserGuiding vs HelpHeroWhatfix vs PendoWhatfix vs AppcuesWhatfix vs UserlaneWhatfix vs AptyHelpHero vs PendoHelpHero vs AppcuesHelpHero vs UserlaneHelpHero vs AptyAll 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.