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Digital adoption and onboarding · November 2026 Edition

Pendo vs Appcues

One of fourteen models named Pendo first on the direct prompt; zero named Appcues. Both were named by all fourteen models and Pendo carries 66 labels and Appcues 47, so the shares are not directly comparable.

Pendo

criticized challenger

Named in eleven categories this edition.

Appcues

accepted challenger

Named in eight categories this edition.

First-choice share7%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate30%9%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#6A position in a field of 11; printed, not drawn.
Labels6647A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Pendo 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 Pendo · Userpilot vs Appcues · Whatfix vs Pendo

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.
PendoFirst choices, of fourteen modelsAppcues
Direct102 against Pendo
Paraphrase016 against Pendo
Comparative10
Budget-constrained202 against Pendo
Scale-constrained001 against Pendo · 1 against Appcues
Negative009 against Pendo · 3 against Appcues
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, Pendo and Appcues were named in the same answer 166 times, of the 475 answers naming Pendo and the 231 naming Appcues. In those answers Appcues took the first choice eight times and Pendo thirteen.

Every model, every framing

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

The direct prompt

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

Pendo first, Appcues not the choice

1 of 14 modelsAppcues 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

10 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
DeepSeek V4 FlashUserpilot alternatives: Appcues, Chameleon, Whatfix
Qwen 3.7 FlashWhatfix alternatives: Appcues, Pendo, Workset
Kimi K2Userpilot alternatives: Appcues, Userlane, Whatfix
MiniMax M2.5Chameleon alternatives: Appcues, Product Fruits, Userpilot, Whatfix
GPT-6 LunaUserpilot alternatives: Pendo, Whatfix
Muse Glimmer 30BProduktly, Spekit alternatives: Pendo, Product Fruits, Supered, Userpilot, WalkMe, Whatfix

Neither was named

3 of 14 modelsThe answer made no first choice from these two in this category.
Mistral SmallWalkMe, Whatfix alternatives: Chameleon, Userlane
Llama 4 MaverickUserpilot alternatives: Custify, Skalin
GLM 4.7 FlashXUserGuiding alternatives: Jimo, Product Fruits, 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
Appcues leads by four points.
Appcues6%#6 of 12
Pendo2%#10 of 12
The full small business standing →
Mid-marketThe figures above
The order flips: Pendo leads at mid-market.
Pendo7%#4 of 11
Appcues2%#6 of 11
The full mid-market standing →
Enterprise
Pendo leads by eleven points.
Pendo12%#3 of 11
Appcues2%#8 of 11
The full enterprise standing →

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

What the models said about Appcues

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

“Appcues if your user count may grow quickly or budget is tight | G2 reviews include concerns about costs scaling with monthly active users.” GPT-6 Luna · negative prompt · soft negative
“Appcues, Chameleon | Best suited for customer-facing web applications rather than internal enterprise software adoption.” Gemini 3.5 Flash · scale prompt · soft negative
“criticized in Reddit/UX discussions for overemphasizing metrics/tracking ... pricing may not suit very small teams” Grok 4.20 · negative prompt · soft negative
“Appcues is the strongest choice for most mid-market companies.” Claude Haiku 4.5 · paraphrase 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.