# Digital adoption and onboarding for small business buyers: what AI models recommend, September 2026

GTM AI Recommendation Index, September 2026 Edition. Asked as "digital adoption platform" and as "in-product onboarding and user guidance tool", six framings each, to twelve models with search on, on behalf of a small B2B company. Page: https://gtm-ai-index.com/customer/digital-adoption-and-onboarding/smb/

**Standing:** UserGuiding leads with 44% of first choices; verdict clear leader. 54 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | UserGuiding | 44% | 0% | 56 |
| 2 | Userpilot | 11% | 11% | 38 |
| 3 | HelpHero | 9% | 0% | 17 |
| 4 | Appcues | 7% | 18% | 38 |
| 5 | Tango | 6% | 7% | 27 |
| 6 | Userflow | 6% | 0% | 22 |
| 7 | Product Fruits | 4% | 0% | 14 |
| 8 | ProductFruits | 4% | 0% | 10 |
| 9 | Pendo | 2% | 53% | 34 |
| 10 | Hopscotch | 0% | 0% | 13 |
| 11 | Chameleon | 0% | 8% | 13 |
| 12 | Apty | 0% | 92% | 12 |

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: no first choice
- GPT-5.4 mini: Appcues, Userpilot; alternatives HelpHero, Pendo
- Gemini 3.5 Flash: Userflow; alternatives Scribe, Tango, Trainual, UserGuiding
- Perplexity Sonar: UserGuiding; alternatives Tango
- Grok 4.1 Fast: ProductFruits, UserGuiding; alternatives HelpHero, Userflow, Userpilot
- Mistral Small: UserGuiding; alternatives Supademo, Tango, Userflow
- DeepSeek V4 Flash: UserGuiding; alternatives Appcues, Userpilot
- Llama 4 Maverick: UserGuiding; alternatives Guideflow, Jimo, Userflow
- Qwen 3.7 Flash: UserGuiding; alternatives Appcues, Guideflow, Product Fruits, Userpilot
- Kimi K2: UserGuiding; alternatives Appcues, Pendo, Product Fruits, Userpilot
- GLM 4.7 FlashX: Appcues, Inline Manual; alternatives Rendemo
- MiniMax M2.5: Lemon Learning, UserGuiding; alternatives Guideflow, Whatfix

## Sources the answers cite

21 of 72 answers came back with a source list, from 4 of 12 models. Sites named in the most answers:

- userpilot.com: 10 answers, 12 citations
- guideflow.com: 8 answers, 14 citations
- appcues.com: 8 answers, 8 citations
- learn.g2.com: 6 answers, 6 citations
- apty.ai: 5 answers, 9 citations
- g2.com: 5 answers, 7 citations
- walkme.com: 5 answers, 6 citations
- gartner.com: 5 answers, 5 citations

Pages named in the most answers:

- https://userpilot.com/blog/digital-adoption-platforms (7 answers)
- https://learn.g2.com/best-digital-adoption-platform (6 answers)
- https://appcues.com/blog/product-adoption-software-platforms (5 answers)
- https://gartner.com/reviews/market/digital-adoption-platforms (5 answers)
- https://guideflow.com/blog/best-digital-adoption-platforms (5 answers)
- https://apty.ai/blog/best-digital-adoption-platforms (4 answers)
- https://g2.com/categories/digital-adoption-platform/small-business (4 answers)
- https://pendo.io/pendo-blog/top-10-digital-adoption-platforms (4 answers)
- https://softwareadvice.com/digital-adoption-platform (4 answers)
- https://supademo.com/blog/digital-adoption-platforms (4 answers)

## Warned against

- WalkMe: 37 of 39 labels negative. "cautious with enterprise-first digital adoption platforms—especially WalkMe and Whatfix—because multiple sources describe them as costly and better suited to larger organizations" (Perplexity Sonar, negative prompt)
- Whatfix: 30 of 38 labels negative. "WalkMe and Whatfix: For smaller businesses, there're chances that it won't pay off, as it's pricey and can demand extra hands to manage it." (Claude Haiku 4.5, negative prompt)
- Pendo: 18 of 34 labels negative. "platforms small businesses should avoid or approach with extreme caution ... 2. Pendo Red flags: Steep learning curve" (Mistral Small, negative prompt)
- Apty: 11 of 12 labels negative. "Why to Avoid: Apty uses a "per app" licensing model, currently starting around $9,500 per app, per year." (Qwen 3.7 Flash, negative prompt)

## 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.