# Userpilot vs UserGuiding: which do AI models recommend for digital adoption, October 2026

GTM AI Recommendation Index, October 2026 Edition, Digital adoption and onboarding. Seven of fourteen models named Userpilot first on the direct prompt; two named UserGuiding. Page: https://gtm-ai-index.com/customer/digital-adoption-and-onboarding/userpilot-vs-userguiding/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Userpilot | 30% | #1 of 11 | 12% | 49 | 14 of 14 |
| UserGuiding | 22% | #2 of 11 | 7% | 41 | 14 of 14 |

## The direct prompt, model by model

- Muse Glimmer 30B: both first (first choices: UserGuiding, Userpilot) (alternatives: Gainsight PX, Pendo, Spekit, Whatfix)
- GPT-5.4 mini: userpilot first (first choices: Userpilot) (alternatives: Pendo, WalkMe, Whatfix)
- Gemini 3.5 Flash: userpilot first (first choices: Userpilot) (alternatives: Appcues, Spekit, Tango, Userflow, Whatfix)
- Perplexity Sonar: userpilot first (first choices: Userpilot) (alternatives: Chameleon, Product Fruits)
- Grok 4.20: userpilot first (first choices: Pendo, Userpilot) (alternatives: UserGuiding, Whatfix)
- Kimi K2: userpilot first (first choices: Userpilot) (alternatives: Appcues, Product Fruits, Whatfix)
- GPT-6 Luna: userpilot first (first choices: Userpilot) (alternatives: Pendo, Whatfix)
- Claude Haiku 4.5: userguiding first (first choices: Appcues, UserGuiding) (alternatives: Pendo, Product Fruits, Userpilot, Whatfix)
- Mistral Small: neither first, one named (first choices: Pendo, Whatfix) (alternatives: Gainsight PX, Userpilot)
- DeepSeek V4 Flash: neither first, one named (first choices: Whatfix) (alternatives: Appcues, UserGuiding, Userpilot)
- Llama 4 Maverick: neither first, one named (first choices: Chameleon) (alternatives: Skalin, UserGuiding, Userflow)
- GLM 4.7 FlashX: neither first, one named (first choices: Whatfix) (alternatives: Appcues, Pendo, Product Fruits, UserGuiding, Userpilot)
- Qwen 3.7 Flash: neither named (first choices: Whatfix) (alternatives: Appcues, Pendo, WalkMe)
- MiniMax M2.5: neither named (first choices: Pendo, Whatfix) (alternatives: Appcues)

## What the models said about Userpilot

- "Avoid "Product-Led Growth" Onboarding Tools (e.g., Appcues, Userflow, Chameleon, Userpilot)" (Gemini 3.5 Flash, negative prompt, hard negative)
- "Best for SaaS onboarding on a mid-market budget: Userpilot - strong flow builder, A/B testing, and surveys from ~$249/mo" (Muse Glimmer 30B, scale prompt, first choice)
- "Prioritize ease-of-use for SMBs: Userpilot, UserGuiding (4.7/5), or Chameleon score higher on quick setup and support." (Grok 4.20, negative prompt, first choice)
- "I'd recommend Userpilot as the top in-product onboarding and user guidance tool for a mid-sized B2B company" (Grok 4.20, paraphrase prompt, first choice)

## What the models said about UserGuiding

- ""lighter" DAPs (like UserGuiding or Userpilot) can feel limiting when dealing with complex enterprise applications" (Qwen 3.7 Flash, negative prompt, soft negative)
- "Dislikes lead with customization limits, pricing and setup effort, with reporting depth also mentioned" (Muse Glimmer 30B, negative prompt, soft negative)
- "Cheaper entry point, but less depth for mid-market needs" (DeepSeek V4 Flash, paraphrase prompt, soft negative)
- "UserGuiding stands out as the recommended choice, offering a solid feature set at the lowest paid price point while maintaining ease of use." (Claude Haiku 4.5, budget prompt, first choice)
- "UserGuiding and Tango are often considered the best options due to their transparent pricing models" (Qwen 3.7 Flash, budget prompt, first choice)
- "UserGuiding is frequently cited as the top choice for smaller companies due to its affordability" (MiniMax M2.5, budget prompt, first choice)

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.