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

UserGuiding vs Tango

Two of fourteen models named UserGuiding first on the direct prompt; zero named Tango. UserGuiding was named by fourteen of the fourteen models and Tango by six and UserGuiding carries 41 labels and Tango 10, so the shares are not directly comparable.

UserGuiding

accepted challenger

Named in seven categories this edition.

Tango

accepted challenger

Named in one category this edition.

First-choice share22%3%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate7%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#6A position in a field of 11; printed, not drawn.
Labels4110A 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 Tango · UserGuiding vs Whatfix

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 modelsTango
Direct20
Paraphrase001 against UserGuiding
Comparative00
Budget-constrained112
Scale-constrained00
Negative102 against UserGuiding
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 October 2026 Edition, UserGuiding and Tango were named in the same answer twenty-five times, of the 168 answers naming UserGuiding and the 37 naming Tango. In those answers Tango took the first choice two times and UserGuiding ten.

Every model, every framing

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

The direct prompt

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

UserGuiding first, Tango not the choice

2 of 14 modelsTango was named in the answer but not as the choice, or not at all.
Claude Haiku 4.5Appcues, UserGuiding alternatives: Pendo, Product Fruits, Userpilot, Whatfix
Muse Glimmer 30BUserGuiding, Userpilot alternatives: Gainsight PX, Pendo, Spekit, Whatfix

Neither was the first choice, one was named

5 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
Grok 4.1 FastPendo, Userpilot alternatives: UserGuiding, Whatfix
DeepSeek V4 FlashWhatfix alternatives: Appcues, UserGuiding, Userpilot
Llama 4 MaverickChameleon alternatives: Skalin, UserGuiding, Userflow
GLM 4.7 FlashXWhatfix alternatives: Appcues, Pendo, Product Fruits, UserGuiding, Userpilot

Neither was named

7 of 14 modelsThe answer made no first choice from these two in this category.
GPT-5.4 miniUserpilot alternatives: Pendo, WalkMe, Whatfix
Perplexity SonarUserpilot alternatives: Chameleon, Product Fruits
Mistral SmallPendo, Whatfix alternatives: Gainsight PX, Userpilot
Qwen 3.7 FlashWhatfix alternatives: Appcues, Pendo, WalkMe
Kimi K2Userpilot alternatives: Appcues, Product Fruits, Whatfix
MiniMax M2.5Pendo, Whatfix alternatives: Appcues
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 fifty-three points.
UserGuiding56%#1 of 10
Tango4%#4 of 10
The full small business standing →
Mid-marketThe figures above
UserGuiding leads by eighteen points.
UserGuiding22%#2 of 11
Tango3%#6 of 11
The full mid-market standing →
Enterprise
UserGuiding leads by two points.
UserGuiding2%#7 of 8
Tango0%#– of 8
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. Six of six in this category shown.

“"lighter" DAPs (like UserGuiding or Userpilot) can feel limiting when dealing with complex enterprise applications” Qwen 3.7 Flash · negative prompt · soft negative
“Dislikes lead with customization limits, pricing and setup effort, with reporting depth also mentioned” Muse Glimmer 30B · negative prompt · soft negative
“Cheaper entry point, but less depth for mid-market needs” DeepSeek V4 Flash · paraphrase prompt · soft negative
“UserGuiding stands out as the recommended choice, offering a solid feature set at the lowest paid price point while maintaining ease of use.” Claude Haiku 4.5 · budget prompt · first choice
“UserGuiding and Tango are often considered the best options due to their transparent pricing models” Qwen 3.7 Flash · budget prompt · first choice
“UserGuiding is frequently cited as the top choice for smaller companies due to its affordability” MiniMax M2.5 · budget 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

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.