Digital adoption and onboarding · October 2026 Edition
Userpilot vs Tango
Seven 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 six and Userpilot carries 49 labels and Tango 10, so the shares are not directly comparable.
Named in seven categories this edition.
Named in one category this edition.
First-choice share30%3%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate12%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#6A position in a field of 11; printed, not drawn.
Labels4910A 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 UserGuiding · Userpilot vs Whatfix · 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
Direct70
Paraphrase100
Comparative00
Budget-constrained022 against Userpilot
Scale-constrained10
Negative104 against Userpilot
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 4.1 Fast | | | | | ||
| 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
7 of 14 modelsTango was named in the answer but not as the choice, or not at all.GPT-5.4 miniUserpilot alternatives: Pendo, WalkMe, Whatfix
Gemini 3.5 FlashUserpilot alternatives: Appcues, Spekit, Tango, Userflow, Whatfix
Perplexity SonarUserpilot alternatives: Chameleon, Product Fruits
Grok 4.1 FastPendo, Userpilot alternatives: UserGuiding, Whatfix
Kimi K2Userpilot alternatives: Appcues, Product Fruits, Whatfix
GPT-6 LunaUserpilot alternatives: Pendo, Whatfix
Muse Glimmer 30BUserGuiding, Userpilot alternatives: Gainsight PX, Pendo, Spekit, 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 4.5Appcues, UserGuiding alternatives: Pendo, Product Fruits, Userpilot, Whatfix
Mistral SmallPendo, Whatfix alternatives: Gainsight PX, Userpilot
DeepSeek V4 FlashWhatfix alternatives: Appcues, UserGuiding, Userpilot
GLM 4.7 FlashXWhatfix alternatives: Appcues, Pendo, Product Fruits, UserGuiding, Userpilot
Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.Llama 4 MaverickChameleon alternatives: Skalin, UserGuiding, Userflow
Qwen 3.7 FlashWhatfix alternatives: Appcues, Pendo, WalkMe
MiniMax M2.5Pendo, Whatfix alternatives: Appcues
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.
Userpilot13%#2 of 10Tango4%#4 of 10Mid-marketThe figures above
Userpilot leads by twenty-seven points.
Userpilot30%#1 of 11Tango3%#6 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. Four of five in this category shown.
“Avoid "Product-Led Growth" Onboarding Tools (e.g., Appcues, Userflow, Chameleon, Userpilot)” Gemini 3.5 Flash · negative prompt · hard negative
“Best for SaaS onboarding on a mid-market budget: Userpilot - strong flow builder, A/B testing, and surveys from ~$249/mo” Muse Glimmer 30B · scale prompt · first choice
“Prioritize ease-of-use for SMBs: Userpilot, UserGuiding (4.7/5), or Chameleon score higher on quick setup and support.” Grok 4.1 Fast · negative prompt · first choice
“I'd recommend Userpilot as the top in-product onboarding and user guidance tool for a mid-sized B2B company” Grok 4.1 Fast · 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. Three of four in this category shown.
“Tango (Best for Automated Walkthroughs & Documentation) ... Download the free browser extension for Tango or Guidde.” Gemini 3.5 Flash · budget prompt · first choice
“UserGuiding and Tango are often considered the best options” Qwen 3.7 Flash · budget prompt · first choice
“Choose Tango if you need to train people quickly and don't have a large IT budget.” Qwen 3.7 Flash · comparative prompt · alternative
Also compared
Userpilot vs UserGuidingUserpilot vs WhatfixUserpilot vs PendoUserpilot vs AppcuesUserpilot vs ChameleonUserpilot vs UserlaneUserGuiding vs TangoWhatfix vs TangoPendo vs TangoAppcues vs TangoTango vs ChameleonTango vs UserlaneAll 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.