No single digital adoption platform won the category. Three tools tied at the top, UserGuiding, Userpilot and Whatfix, each named in 3 of the 6 answers we collected. On 2026-08-07 we put six buyer questions to ChatGPT and Gemini, gave each one live web search, and wrote down every product they named and every source they cited. Half the answers is as high as anything scored, so even the leaders are not a safe default: a buyer sees a different shortlist depending on how the question is phrased.
Seven more platforms were named in 2 of the 6 answers, 33% each: Appcues, Apty, Chameleon, Pendo, Stonly, Tango and WalkMe. Below them sat a long tail of 16 products named just once, 17% apiece, from Gainsight PX and Userlane to Jimo, Produktly and StepsKit. Across the six answers ChatGPT and Gemini made 39 product mentions spread over 26 different labels, so no shortlist was short: the average answer named roughly seven tools, though the free question named only four.
How the shortlist changed from one question to the next
The bare "best digital adoption platforms" question returned an enterprise-flavored set of seven: WalkMe Digital Adoption Platform, Whatfix Digital Adoption Platform, Stonly, Jimo, Nexthink Adopt, Oracle Guided Learning and AppLearn. Four of those, Jimo, Nexthink Adopt, Oracle Guided Learning and AppLearn, appeared in that one question and nowhere else across the six.
Ask instead for "best free digital adoption platforms" and the list changes completely. That question named just four tools, Flows, Usertour, Shepherd and FlowNavi, and not one of them appeared in any other answer. None of the category leaders showed up here at all: UserGuiding, Userpilot, Whatfix and WalkMe were invisible to a buyer who put the word "free" in the question.
"Most affordable digital adoption platforms" produced yet another list of six: StepsKit, Inline Manual, Compass, Chameleon, Apty and Produktly, of which four, StepsKit, Inline Manual, Compass and Produktly, were unique to that question. The free set and the affordable set share zero names between them. To ChatGPT and Gemini, "free" and "affordable" are two different questions with two non-overlapping answers.
The three leaders surfaced mainly on the middle questions. UserGuiding, Userpilot and Whatfix each appeared on "for small teams," "what should I use" and "recommendations," and stayed off the free and affordable lists entirely. On the bare "best" question the only trace of them was WalkMe and Whatfix showing up under their longer labels. Even so, "best" and "recommendations," which sound like the same request, shared just one identical name, Stonly. Gainsight PX appeared only under "what should I use," and Userlane only under "recommendations." Phrasing, not merit, decided who a buyer saw.
The source map: who the answers were built from
The six answers were built from 28 different domains cited 44 times. Two sat at the top, tied: digital-adoption.com and userflow.com, each cited in 4 of the 6 answers. digital-adoption.com is a dedicated roundup; userflow.com is a vendor blog whose own product, Userflow, was never named, a reminder that being a source and being named are not the same thing.
Community threads did not feed these answers. There was no Reddit and no Quora anywhere in the 28 domains. The closest were a single GitHub repository and one Medium post, each cited once. That is unusual for software, and it means the answers leaned on published roundups and vendor pages rather than user discussion.
Review directories showed up only in part. G2 appeared through its learn.g2.com blog, cited in 3 of the 6 answers, while Software Advice and Gartner each appeared in 2. Capterra did not appear at all. The remaining third-party sources were roundups and analysts: ciopages.com, infotech.com, costbench.com, cardinalsolutions.com, lemonlearning.com and frigade.com.
The clearest pattern in the data is a vendor's own website feeding its own mention. On "most affordable," all six named products were each cited from their own domain: StepsKit from stepskit.com, Inline Manual from inlinemanual.com, Compass from icompass.io, Chameleon from chameleon.io, Apty from apty.ai and Produktly from produktly.com. On "best free" the same held: Flows from flows.sh, Usertour from usertour.io, FlowNavi from flownavi.com and Shepherd from its GitHub repo. UserGuiding was named 3 times while userguiding.com was cited 3 times, and Apty was named twice while apty.ai was cited three times. If your page is the source, you are the answer.
What a vendor in this category would do to get named
The source list, not market share, decided who got named. Nexthink, Oracle and WalkMe dwarf FlowNavi and StepsKit in size, yet on the free question's four names and the affordable question's six, the small tools won, because their page was the page the assistant read. Being bigger did not carry them onto a list their content was not on.
So the work is to be present in the exact sources these answers used. Get into the roundups the assistants keep returning to, digital-adoption.com most of all, cited in 4 of 6 answers, plus the G2, Software Advice and Gartner pages that fed the head questions. Then publish your own comparison and pricing page: that is literally how StepsKit, Compass, Produktly, Flows and Usertour earned their mentions, straight from their own domains.
And pick the questions you want to win. The free and affordable queries returned entirely different, smaller names, so a leader that never writes an "affordable" or "free" page simply is not there when a budget-conscious buyer asks. Six questions, and no single page would have covered more than half of them.
Where Glotier sits
Glotier is not a digital adoption platform, so it is correctly absent from all six of these answers. We would be worried if a measurement of this category invented us, and it did not.
But the measurement itself is the exact thing we do for a customer's own category: put the buyer questions to ChatGPT and Gemini, record who gets named and which sources decided it, and show you where you stand. If you want to see your own category run like this, the check is free, takes about a minute, and needs no account.
The full list, counted
These are the 10 most-named products, plus the two longer labels under which WalkMe and Whatfix also appeared.
| Product | Named in | Share |
|---|---|---|
| UserGuiding | 3 of 6 | 50% |
| Userpilot | 3 of 6 | 50% |
| Whatfix | 3 of 6 | 50% |
| Appcues | 2 of 6 | 33% |
| Apty | 2 of 6 | 33% |
| Chameleon | 2 of 6 | 33% |
| Pendo | 2 of 6 | 33% |
| Stonly | 2 of 6 | 33% |
| Tango | 2 of 6 | 33% |
| WalkMe | 2 of 6 | 33% |
| WalkMe Digital Adoption Platform | 1 of 6 | 17% |
| Whatfix Digital Adoption Platform | 1 of 6 | 17% |
Share is the count out of the six answers, so 3 of 6 is 50%. WalkMe and Whatfix each show up twice in the measurement under two different labels, once as the short brand name and once as "WalkMe Digital Adoption Platform" and "Whatfix Digital Adoption Platform." We have left those as separate rows rather than adding the counts together, because the assistants wrote them as separate names and we will not invent a combined figure the data does not show. Sixteen further products were named once each and are not listed here.