# Tango vs Userlane: which do AI models recommend for digital adoption, October 2026

GTM AI Recommendation Index, October 2026 Edition, Digital adoption and onboarding. Zero of fourteen models named Tango first on the direct prompt; zero named Userlane. Page: https://gtm-ai-index.com/customer/digital-adoption-and-onboarding/tango-vs-userlane/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Tango | 3% | #6 of 11 | 0% | 10 | 6 of 14 |
| Userlane | 2% | #8 of 11 | 7% | 15 | 10 of 14 |

## The direct prompt, model by model

- Gemini 3.5 Flash: neither first, one named (first choices: Userpilot) (alternatives: Appcues, Spekit, Tango, Userflow, Whatfix)
- Claude Haiku 4.5: neither named (first choices: Appcues, UserGuiding) (alternatives: Pendo, Product Fruits, Userpilot, Whatfix)
- GPT-5.4 mini: neither named (first choices: Userpilot) (alternatives: Pendo, WalkMe, Whatfix)
- Perplexity Sonar: neither named (first choices: Userpilot) (alternatives: Chameleon, Product Fruits)
- Grok 4.1 Fast: neither named (first choices: Pendo, Userpilot) (alternatives: UserGuiding, Whatfix)
- Mistral Small: neither named (first choices: Pendo, Whatfix) (alternatives: Gainsight PX, Userpilot)
- DeepSeek V4 Flash: neither named (first choices: Whatfix) (alternatives: Appcues, UserGuiding, Userpilot)
- Llama 4 Maverick: neither named (first choices: Chameleon) (alternatives: Skalin, UserGuiding, Userflow)
- Qwen 3.7 Flash: neither named (first choices: Whatfix) (alternatives: Appcues, Pendo, WalkMe)
- Kimi K2: neither named (first choices: Userpilot) (alternatives: Appcues, Product Fruits, Whatfix)
- GLM 4.7 FlashX: neither named (first choices: Whatfix) (alternatives: Appcues, Pendo, Product Fruits, UserGuiding, Userpilot)
- MiniMax M2.5: neither named (first choices: Pendo, Whatfix) (alternatives: Appcues)
- GPT-6 Luna: neither named (first choices: Userpilot) (alternatives: Pendo, Whatfix)
- Muse Glimmer 30B: neither named (first choices: UserGuiding, Userpilot) (alternatives: Gainsight PX, Pendo, Spekit, Whatfix)

## What the models said about Tango

- "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

- "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)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.