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Digital adoption and onboarding · November 2026 Edition

UserGuiding vs Pendo

One of fourteen models named UserGuiding first on the direct prompt; one named Pendo. UserGuiding was named by thirteen of the fourteen models and Pendo by fourteen and UserGuiding carries 28 labels and Pendo 66, so the shares are not directly comparable.

UserGuiding

accepted challenger

Named in five categories this edition.

Pendo

criticized challenger

Named in eleven categories this edition.

First-choice share11%7%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate11%30%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.
Labels2866A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, UserGuiding reading right to left. Rank and label count are printed, not drawn.Whatfix was named alongside these two in twelve of the fourteen direct answers. Userpilot vs UserGuiding · Userpilot vs Pendo · Whatfix vs UserGuiding

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.
UserGuidingFirst choices, of fourteen modelsPendo
Direct112 against Pendo
Paraphrase006 against Pendo
Comparative01
Budget-constrained421 against UserGuiding · 2 against Pendo
Scale-constrained001 against Pendo
Negative002 against UserGuiding · 9 against Pendo
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 November 2026 Edition, UserGuiding and Pendo were named in the same answer seventy-nine times, of the 116 answers naming UserGuiding and the 475 naming Pendo. In those answers Pendo took the first choice five times and UserGuiding twenty-three.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where UserGuiding and Pendo stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
UserGuiding Pendo first choice named as an alternative argued againstblank: not namedEach cell is one answer, UserGuiding on the left and Pendo on the right.

The direct prompt

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

UserGuiding first, Pendo not the choice

1 of 14 modelsPendo was named in the answer but not as the choice, or not at all.
GLM 4.7 FlashXUserGuiding alternatives: Jimo, Product Fruits, Whatfix

Pendo first, UserGuiding not the choice

1 of 14 modelsUserGuiding was named in the answer but not as the choice, or not at all.
GPT-5.4 miniPendo alternatives: WalkMe, Whatfix

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.
Claude Haiku 4.5Whatfix alternatives: Pendo, UserGuiding, Userlane, Userpilot
Gemini 3.5 FlashUserpilot, Whatfix alternatives: Appcues, Pendo, Tango
Perplexity SonarUserpilot alternatives: Pendo
Grok 4.20Whatfix alternatives: Pendo, Userpilot
Qwen 3.7 FlashWhatfix alternatives: Appcues, Pendo, Workset
GPT-6 LunaUserpilot alternatives: Pendo, Whatfix
Muse Glimmer 30BProduktly, Spekit alternatives: Pendo, Product Fruits, Supered, Userpilot, WalkMe, Whatfix

Neither was named

5 of 14 modelsThe answer made no first choice from these two in this category.
Mistral SmallWalkMe, Whatfix alternatives: Chameleon, Userlane
DeepSeek V4 FlashUserpilot alternatives: Appcues, Chameleon, Whatfix
Llama 4 MaverickUserpilot alternatives: Custify, Skalin
Kimi K2Userpilot alternatives: Appcues, Userlane, Whatfix
MiniMax M2.5Chameleon alternatives: Appcues, Product Fruits, Userpilot, 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
UserGuiding leads by thirty-two points.
UserGuiding34%#1 of 12
Pendo2%#10 of 12
The full small business standing →
Mid-marketThe figures above
UserGuiding leads by four points.
UserGuiding11%#3 of 11
Pendo7%#4 of 11
The full mid-market standing →
Enterprise
The order flips: Pendo leads at enterprise.
Pendo12%#3 of 11
UserGuiding0%#11 of 11
The full enterprise standing →

What the models said about UserGuiding

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.

“described as "contested" and has seen a slight decline in user preference, with some users reporting limitations in scalability and support” Mistral Small · negative prompt · soft negative
“Lighter-weight tools such as Tango, UserGuiding, or Product Fruits for complex, highly customized workflows” GPT-6 Luna · negative prompt · soft negative
“UserGuiding *(Best Overall Value)* ... widely considered the best low-cost alternative to expensive enterprise DAPs” Gemini 3.5 Flash · budget prompt · first choice

What the models said about Pendo

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.

“Tools I'd Skip for Mid-Sized B2B: Pendo | Heavy enterprise focus; expensive; complex for mid-market needs” Kimi K2 · paraphrase prompt · hard negative
“Why you should avoid the "Enterprise" Giants ... Pendo ... often overkill for a mid-sized company” GLM 4.7 FlashX · paraphrase prompt · hard negative
“Platforms with Significant Issues ... Pendo Major red flags: - Extremely expensive” GLM 4.7 FlashX · negative prompt · hard negative
“with Pendo being the only one pairing enterprise governance and security with product analytics” Claude Haiku 4.5 · comparative prompt · first choice
Also compared

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.