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

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

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Pendo | 10% | #5 of 11 | 36% | 53 | 12 of 12 |
| Userlane | 2% | #7 of 11 | 12% | 16 | 9 of 12 |

## The direct prompt, model by model

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

## What the models said about Pendo

- "you will want to avoid heavy enterprise Digital Adoption Platforms (DAPs) like WalkMe, Whatfix, and Pendo" (Gemini 3.5 Flash, budget prompt, hard negative)
- "The big enterprise platforms (WalkMe, Whatfix, Pendo, Apty) are not realistic for limited budgets" (DeepSeek V4 Flash, budget prompt, hard negative)
- "My top pick for most limited budgets: Start with Pendo's free tier (if under 500 users) or Usetiful free/Plus" (Kimi K2, budget prompt, first choice)
- "I'd generally recommend Pendo if you want the strongest all-around platform" (GPT-5.4 mini, paraphrase 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.