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Digital adoption and onboarding · November 2026 Edition

UserGuiding vs Product Fruits

One of fourteen models named UserGuiding first on the direct prompt; zero named Product Fruits. UserGuiding was named by thirteen of the fourteen models and Product Fruits by ten and UserGuiding carries 28 labels and Product Fruits 18, so the shares are not directly comparable.

UserGuiding

accepted challenger

Named in five categories this edition.

Product Fruits

accepted challenger

Named in three categories this edition.

First-choice share11%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate11%11%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#7A position in a field of 11; printed, not drawn.
Labels2818A 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 Product Fruits · 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 modelsProduct Fruits
Direct101 against Product Fruits
Paraphrase00
Comparative00
Budget-constrained411 against UserGuiding
Scale-constrained00
Negative012 against UserGuiding · 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.

Across every category in the November 2026 Edition, UserGuiding and Product Fruits were named in the same answer thirty-eight times, of the 116 answers naming UserGuiding and the 83 naming Product Fruits. In those answers Product Fruits took the first choice four times and UserGuiding ten.

Every model, every framing

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

The direct prompt

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

UserGuiding first, Product Fruits an alternative

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

Neither was the first choice, one was named

3 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
MiniMax M2.5Chameleon alternatives: Appcues, Product Fruits, Userpilot, Whatfix
Muse Glimmer 30BProduktly, Spekit alternatives: Pendo, Product Fruits, Supered, Userpilot, WalkMe, Whatfix

Neither was named

10 of 14 modelsThe answer made no first choice from these two in this category.
GPT-5.4 miniPendo alternatives: WalkMe, Whatfix
Gemini 3.5 FlashUserpilot, Whatfix alternatives: Appcues, Pendo, Tango
Perplexity SonarUserpilot alternatives: Pendo
Grok 4.20Whatfix alternatives: Pendo, Userpilot
Mistral SmallWalkMe, Whatfix alternatives: Chameleon, Userlane
DeepSeek V4 FlashUserpilot alternatives: Appcues, Chameleon, Whatfix
Llama 4 MaverickUserpilot alternatives: Custify, Skalin
Qwen 3.7 FlashWhatfix alternatives: Appcues, Pendo, Workset
Kimi K2Userpilot alternatives: Appcues, Userlane, Whatfix
GPT-6 LunaUserpilot alternatives: Pendo, 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 nineteen points.
UserGuiding34%#1 of 12
Product Fruits15%#2 of 12
The full small business standing →
Mid-marketThe figures above
UserGuiding leads by nine points.
UserGuiding11%#3 of 11
Product Fruits2%#7 of 11
The full mid-market standing →
Enterprise
Level: the same share of first choices.
UserGuiding0%#11 of 11
Product Fruits0%#– 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 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

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.