Digital adoption and onboarding · November 2026 Edition
Userpilot vs Tango
Six of fourteen models named Userpilot first on the direct prompt; zero named Tango. Userpilot was named by fourteen of the fourteen models and Tango by seven and Userpilot carries 46 labels and Tango 10, so the shares are not directly comparable.
Named in eight categories this edition.
Named in three categories this edition.
First-choice share39%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate4%10%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#8A position in a field of 11; printed, not drawn.
Labels4610A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Userpilot 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 Whatfix · Userpilot vs UserGuiding · Userpilot 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.
UserpilotFirst choices, of fourteen modelsTango
Direct60
Paraphrase120
Comparative00
Budget-constrained011 against Userpilot
Scale-constrained00
Negative001 against Userpilot · 1 against Tango
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 Userpilot and Tango 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 | | | |
Userpilot Tango first choice named as an alternative argued againstblank: not namedEach cell is one answer, Userpilot on the left and Tango on the right.The direct prompt
The plain question, one answer per model, grouped by where Userpilot and Tango stood in it.
Userpilot first, Tango an alternative
6 of 14 modelsTango was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashUserpilot, Whatfix alternatives: Appcues, Pendo, Tango
Perplexity SonarUserpilot alternatives: Pendo
DeepSeek V4 FlashUserpilot alternatives: Appcues, Chameleon, Whatfix
Llama 4 MaverickUserpilot alternatives: Custify, Skalin
Kimi K2Userpilot alternatives: Appcues, Userlane, Whatfix
GPT-6 LunaUserpilot alternatives: Pendo, Whatfix
Neither was the first choice, one was named
4 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
Grok 4.20Whatfix alternatives: Pendo, 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
4 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniPendo alternatives: WalkMe, Whatfix
Mistral SmallWalkMe, Whatfix alternatives: Chameleon, Userlane
Qwen 3.7 FlashWhatfix alternatives: Appcues, Pendo, Workset
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
Userpilot leads by nine points.
Userpilot11%#3 of 12Tango2%#8 of 12Mid-marketThe figures above
Userpilot leads by thirty-seven points.
Userpilot39%#1 of 11Tango2%#8 of 11Enterprise
What the models said about Userpilot
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“criticized in Reddit/UX discussions for overemphasizing metrics/tracking ... Can feel analytics-heavy rather than guidance-focused” Grok 4.20 · negative prompt · soft negative
“though Userpilot starts at $299/mo, which might be too high for "limited"” DeepSeek V4 Flash · budget prompt · soft negative
“Userpilot is the top recommendation due to its balance of ease of use, customization, and scalability” Mistral Small · paraphrase prompt · first choice
“For most mid-market B2B SaaS companies, Userpilot is the strongest all-around pick” DeepSeek V4 Flash · direct prompt · first choice
“Userpilot is arguably the strongest recommendation for a mid-sized B2B company today.” Qwen 3.7 Flash · paraphrase prompt · first choice
What the models said about Tango
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Lighter-weight tools such as Tango, UserGuiding, or Product Fruits for complex, highly customized workflows | ... flag limits around features, customization, or reporting” GPT-6 Luna · negative prompt · soft negative
“Top Recommendation: Tango ... Start with Tango's free plan—it's the clear winner for limited budgets.” Grok 4.20 · budget prompt · first choice
“Choose Tango if your main need is documenting internal processes at the lowest possible cost.” Perplexity Sonar · budget prompt · alternative
“Tango if your main need is very fast, low-cost walkthrough/documentation creation” GPT-5.4 mini · budget prompt · alternative
Also compared
Userpilot vs WhatfixUserpilot vs UserGuidingUserpilot vs PendoUserpilot vs ChameleonUserpilot vs AppcuesUserpilot vs Product FruitsWhatfix vs TangoUserGuiding vs TangoPendo vs TangoChameleon vs TangoAppcues vs TangoProduct 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.