Digital adoption and onboarding · November 2026 Edition
Pendo vs Product Fruits
One of fourteen models named Pendo first on the direct prompt; zero named Product Fruits. Pendo was named by fourteen of the fourteen models and Product Fruits by ten and Pendo carries 66 labels and Product Fruits 18, so the shares are not directly comparable.
Named in eleven categories this edition.
Named in three categories this edition.
First-choice share7%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate30%11%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#7A position in a field of 11; printed, not drawn.
Labels6618A 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 Product Fruits · 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 modelsProduct Fruits
Direct102 against Pendo · 1 against Product Fruits
Paraphrase006 against Pendo
Comparative10
Budget-constrained212 against Pendo
Scale-constrained001 against Pendo
Negative019 against Pendo · 1 against Product Fruits
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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Pendo and Product Fruits 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 4.20 | | | | | | |
| 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 Product Fruits first choice named as an alternative argued againstblank: not namedEach cell is one answer, Pendo on the left and Product Fruits on the right.The direct prompt
The plain question, one answer per model, grouped by where Pendo and Product Fruits stood in it.
Pendo first, Product Fruits not the choice
1 of 14 modelsProduct Fruits 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
9 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
GLM 4.7 FlashXUserGuiding alternatives: Jimo, Product Fruits, 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
4 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
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
Product Fruits leads by thirteen points.
Product Fruits15%#2 of 12Pendo2%#10 of 12Mid-marketThe figures above
The order flips: Pendo leads at mid-market.
Pendo7%#4 of 11Product Fruits2%#7 of 11Enterprise
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 Product Fruits
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Lighter-weight tools such as Tango, UserGuiding, or Product Fruits for complex, highly customized workflows” GPT-6 Luna · negative prompt · soft negative
“Limited analytics/AI depth; less robust for mid-market scale” Grok 4.20 · direct prompt · soft negative
“Highly rated for user onboarding/retention; AI-powered, intuitive, affordable for mid-market; fewer complexity complaints.” Grok 4.20 · negative prompt · first choice
“Best overall: Product Fruits at $111/month – best balance of price, AI features, and no-code ease.” DeepSeek V4 Flash · budget prompt · first choice
“also worth a look if you want a budget-conscious onboarding tool with self-service features, though pricing varies” GPT-5.4 mini · budget prompt · alternative
Also compared
Userpilot vs PendoUserpilot vs Product FruitsWhatfix vs PendoWhatfix vs Product FruitsUserGuiding vs PendoUserGuiding vs Product FruitsPendo vs ChameleonPendo vs AppcuesPendo vs TangoChameleon vs Product FruitsAppcues vs Product FruitsProduct Fruits vs TangoAll 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.