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

Gane 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://www.gane.ai/index/gtm/customer/digital-adoption-and-onboarding/2026-09/smb

This is the permanent record of the September 2026 Edition, published September 15, 2026 and superseded since. The current standing: https://www.gane.ai/index/gtm/customer/digital-adoption-and-onboarding/smb/index.md

**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

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [UserGuiding](https://www.gane.ai/index/gtm/vendors/userguiding/index.md) | 44% | 0% | 56 |
| 2 | [Userpilot](https://www.gane.ai/index/gtm/vendors/userpilot/index.md) | 11% | 11% | 38 |
| 3 | [HelpHero](https://www.gane.ai/index/gtm/vendors/helphero/index.md) | 9% | 0% | 17 |
| 4 | [Appcues](https://www.gane.ai/index/gtm/vendors/appcues/index.md) | 7% | 18% | 38 |
| 5 | [Tango](https://www.gane.ai/index/gtm/vendors/tango/index.md) | 6% | 7% | 27 |
| 6 | [Userflow](https://www.gane.ai/index/gtm/vendors/userflow/index.md) | 6% | 0% | 22 |
| 7 | [Product Fruits](https://www.gane.ai/index/gtm/vendors/product-fruits/index.md) | 4% | 0% | 14 |
| 8 | [ProductFruits](https://www.gane.ai/index/gtm/vendors/productfruits/index.md) | 4% | 0% | 10 |
| 13 | [Pendo](https://www.gane.ai/index/gtm/vendors/pendo/index.md) | 2% | 53% | 34 |
| 14 | [Hopscotch](https://www.gane.ai/index/gtm/vendors/hopscotch/index.md) | 0% | 0% | 13 |
| 15 | [Chameleon](https://www.gane.ai/index/gtm/vendors/chameleon/index.md) | 0% | 8% | 13 |
| 51 | [Apty](https://www.gane.ai/index/gtm/vendors/apty/index.md) | 0% | 92% | 12 |

Rank is by share of first choices among all 53 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## 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 4.20: 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: 13 answers, 18 citations
- appcues.com: 12 answers, 14 citations
- guideflow.com: 9 answers, 15 citations
- learn.g2.com: 8 answers, 8 citations
- userflow.com: 8 answers, 8 citations
- apty.ai: 7 answers, 12 citations
- pendo.io: 7 answers, 7 citations
- medium.com: 6 answers, 7 citations

Pages named in the most answers:

- https://userpilot.com/blog/digital-adoption-platforms (9 answers)
- https://learn.g2.com/best-digital-adoption-platform (8 answers)
- https://appcues.com/blog/product-adoption-software-platforms (7 answers)
- https://guideflow.com/blog/best-digital-adoption-platforms (6 answers)
- https://medium.com/@ivanpalii/5-best-digital-adoption-platforms-to-scale-team-training-de5526df6a5a (6 answers)
- https://apty.ai/blog/best-digital-adoption-platforms (5 answers)
- https://gartner.com/reviews/market/digital-adoption-platforms (5 answers)
- https://pendo.io/pendo-blog/top-10-digital-adoption-platforms (5 answers)
- https://tango.ai/blog/digital-adoption-platform-software (5 answers)
- https://userflow.com/blog/digital-adoption-platforms-a-complete-guide-with-a-list-of-8-tools (5 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://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, September 2026 Edition, www.gane.ai/index/gtm.