# Appcues 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 Appcues first on the direct prompt; zero named Userlane. Page: https://gtm-ai-index.com/customer/digital-adoption-and-onboarding/appcues-vs-userlane/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Appcues | 6% | #6 of 11 | 7% | 41 | 12 of 12 |
| Userlane | 2% | #7 of 11 | 12% | 16 | 9 of 12 |

## The direct prompt, model by model

- Grok 4.1 Fast: appcues first (first choices: Appcues, UserGuiding, Userpilot) (alternatives: Apty, Pendo, Tango)
- 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)
- 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)
- MiniMax M2.5: neither first, one named (first choices: Userpilot) (alternatives: Appcues, Chameleon, Pendo, Whatfix)
- Claude Haiku 4.5: neither named (first choices: Userpilot) (alternatives: Pendo, UserGuiding)
- GPT-5.4 mini: neither named (first choices: Whatfix) (alternatives: Pendo, WalkMe)

## What the models said about Appcues

- "Appcues
- Analytics not as deep as Pendo
- Can become messy if not managed carefully" (GLM 4.7 FlashX, negative prompt, soft negative)
- "lacks native product analytics... pricing scales steeply based on Monthly Active Users" (Gemini 3.5 Flash, negative prompt, soft negative)
- "For most mid-sized B2B companies starting out, Appcues is the safest and most scalable bet" (Qwen 3.7 Flash, paraphrase prompt, first choice)
- "Appcues (fast, code-free, ~$249/mo, only 15% negative) are the consensus picks" (DeepSeek V4 Flash, negative 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.