AI Indexes
GTM AI Index
Index › Customer › Digital adoption › Tango vs Userlane
Digital adoption and onboarding · October 2026 Edition

Tango vs Userlane

Zero of fourteen models named Tango first on the direct prompt; zero named Userlane. Tango was named by six of the fourteen models and Userlane by ten and Tango carries 10 labels and Userlane 15, so the shares are not directly comparable.

Tango

accepted challenger

Named in one category this edition.

Userlane

accepted challenger

Named in one category this edition.

First-choice share3%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%7%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#8A position in a field of 11; printed, not drawn.
Labels1015A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Tango 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 Tango · Userpilot vs Userlane · UserGuiding vs Tango

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.
TangoFirst choices, of fourteen modelsUserlane
Direct00
Paraphrase00
Comparative00
Budget-constrained20
Scale-constrained01
Negative001 against Userlane
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 Tango and Userlane stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Tango Userlane first choice named as an alternative argued againstblank: not namedEach cell is one answer, Tango on the left and Userlane on the right.

The direct prompt

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

Neither was the first choice, one was named

1 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Gemini 3.5 FlashUserpilot alternatives: Appcues, Spekit, Tango, Userflow, Whatfix

Neither was named

13 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Appcues, UserGuiding alternatives: Pendo, Product Fruits, Userpilot, Whatfix
GPT-5.4 miniUserpilot alternatives: Pendo, WalkMe, Whatfix
Perplexity SonarUserpilot alternatives: Chameleon, Product Fruits
Grok 4.1 FastPendo, Userpilot alternatives: UserGuiding, Whatfix
Mistral SmallPendo, Whatfix alternatives: Gainsight PX, Userpilot
DeepSeek V4 FlashWhatfix alternatives: Appcues, UserGuiding, Userpilot
Llama 4 MaverickChameleon alternatives: Skalin, UserGuiding, Userflow
Qwen 3.7 FlashWhatfix alternatives: Appcues, Pendo, WalkMe
Kimi K2Userpilot alternatives: Appcues, Product Fruits, Whatfix
GLM 4.7 FlashXWhatfix alternatives: Appcues, Pendo, Product Fruits, UserGuiding, Userpilot
MiniMax M2.5Pendo, Whatfix alternatives: Appcues
GPT-6 LunaUserpilot alternatives: Pendo, Whatfix
Muse Glimmer 30BUserGuiding, Userpilot alternatives: Gainsight PX, Pendo, Spekit, 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
Tango leads by four points.
Tango4%#4 of 10
Userlane0%#– of 10
The full small business standing →
Mid-marketThe figures above
Tango leads by two points.
Tango3%#6 of 11
Userlane2%#8 of 11
The full mid-market standing →
Enterprise
The order flips: Userlane leads at enterprise.
Userlane7%#4 of 8
Tango0%#– of 8
The full enterprise standing →

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

What the models said about Userlane

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

“Narrower feature set; less ecosystem integration” Kimi K2 · negative prompt · soft negative
“Userlane and Lemon Learning are great for cost-effective HR/ERP rollouts.” Gemini 3.5 Flash · scale prompt · first choice
“WalkMe / Whatfix / Userlane for broader employee digital adoption and multi-app governance” Muse Glimmer 30B · scale prompt · alternative
“…have a mid-size company and want simple interactive tours for employees | Userlane” MiniMax M2.5 · comparative 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.