# UserGuiding vs Userlane: which do AI models recommend for digital adoption, September 2026

GTM AI Recommendation Index, September 2026 Edition, Digital adoption and onboarding. One of twelve models named UserGuiding first on the direct prompt; zero named Userlane. Page: https://gtm-ai-index.com/customer/digital-adoption-and-onboarding/userguiding-vs-userlane/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| UserGuiding | 21% | #2 of 11 | 5% | 38 | 12 of 12 |
| Userlane | 2% | #7 of 11 | 12% | 16 | 9 of 12 |

## The direct prompt, model by model

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

## What the models said about UserGuiding

- "entry-level tools (like UserGuiding) can feel too basic and struggle with the non-linear, multi-tenant nature of B2B software" (Gemini 3.5 Flash, paraphrase prompt, soft negative)
- "often flagged in user reviews for having glitchy or buggy interfaces" (Gemini 3.5 Flash, negative prompt, soft negative)
- "Budget < $300/mo? UserGuiding (fastest value, G2 badges for mid-market results/implementation)." (Grok 4.1 Fast, direct prompt, first choice)
- "lighter, more affordable platforms like UserGuiding, Userpilot, or Tango will provide better ROI" (Mistral Small, negative prompt, first choice)
- "The best digital adoption platform for a company with a limited budget is UserGuiding" (Llama 4 Maverick, budget prompt, first choice)

## What the models said about Userlane

- "Platforms Requiring Significant Caution ... Userlane ... guides breaking after software updates" (Mistral Small, negative prompt, soft negative)
- "WalkMe, Whatfix, Userlane, and Spekit are quote-only with no published pricing" (Kimi K2, budget prompt, soft negative)
- "Whatfix, Userlane, or Apty frequently offer the best balance of enterprise-grade capabilities, faster deployment, and more manageable TCO at your scale." (DeepSeek V4 Flash, scale prompt, first choice)
- "*Top Mid-Market Contenders:* Whatfix, Spekit, Userlane, or Tango" (Gemini 3.5 Flash, scale prompt, alternative)
- "Simpler deployment, good visibility across software portfolio" (Kimi K2, negative prompt, alternative)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.