# UserGuiding: how AI models rank it, September 2026

GTM AI Recommendation Index, September 2026 Edition. Named in 52 judge labels across 3 categories by 12 of 12 models. Page: https://gtm-ai-index.com/vendors/userguiding/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Digital adoption and onboarding | 21% | 2 | 5% | 38 |
| In-app messaging and customer communications | 0% | 25 | 15% | 13 |
| Customer success platforms | 0% | 40 | 0% | 1 |

## What the models said for it

- "Budget < $300/mo? UserGuiding (fastest value, G2 badges for mid-market results/implementation)." (Grok 4.1 Fast, Digital adoption)
- "lighter, more affordable platforms like UserGuiding, Userpilot, or Tango will provide better ROI" (Mistral Small, Digital adoption)
- "The best digital adoption platform for a company with a limited budget is UserGuiding" (Llama 4 Maverick, Digital adoption)
- "UserGuiding is usually the best starting point for a digital adoption platform" (GPT-5.4 mini, Digital adoption)

## And against it

- "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, Digital adoption)
- "lacks session replay, autocapture, or mobile capabilities and has weak analytics" (Llama 4 Maverick, In-app messaging)
- "often flagged in user reviews for having glitchy or buggy interfaces" (Gemini 3.5 Flash, Digital adoption)
- "Weak analytics and no mobile support" (Mistral Small, In-app messaging)

## Record

- Method: https://gtm-ai-index.com/methodology/
- Raw judge labels and full responses: https://gtm-ai-index.com/data/
- License: CC BY 4.0. Cite as GTM AI Recommendation Index, September 2026 Edition, gtm-ai-index.com.