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

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

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Appcues | 5% | #5 of 11 | 14% | 42 | 12 of 14 |
| Tango | 3% | #6 of 11 | 0% | 10 | 6 of 14 |

## The direct prompt, model by model

- Claude Haiku 4.5: appcues first (first choices: Appcues, UserGuiding) (alternatives: Pendo, Product Fruits, Userpilot, Whatfix)
- Gemini 3.5 Flash: neither first, one named (first choices: Userpilot) (alternatives: Appcues, Spekit, Tango, Userflow, Whatfix)
- DeepSeek V4 Flash: neither first, one named (first choices: Whatfix) (alternatives: Appcues, UserGuiding, Userpilot)
- Qwen 3.7 Flash: neither first, one named (first choices: Whatfix) (alternatives: Appcues, Pendo, WalkMe)
- Kimi K2: neither first, one named (first choices: Userpilot) (alternatives: Appcues, Product Fruits, Whatfix)
- GLM 4.7 FlashX: neither first, one named (first choices: Whatfix) (alternatives: Appcues, Pendo, Product Fruits, UserGuiding, Userpilot)
- MiniMax M2.5: neither first, one named (first choices: Pendo, Whatfix) (alternatives: Appcues)
- 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)
- Llama 4 Maverick: neither named (first choices: Chameleon) (alternatives: Skalin, UserGuiding, Userflow)
- 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 Appcues

- "Avoid "Product-Led Growth" Onboarding Tools (e.g., Appcues, Userflow, Chameleon, Userpilot)" (Gemini 3.5 Flash, negative prompt, hard negative)
- "$750/month for 1,000 MAUs - More expensive than UserGuiding but still accessible for growing companies" (Kimi K2, budget prompt, soft negative)
- "Appcues or UserGuiding - Appcues for fast, no-code onboarding flows in mid-market SaaS" (Claude Haiku 4.5, direct prompt, first choice)

## 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)

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.