# Digital adoption and onboarding: 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 six frontier models with search on, on behalf of a mid-market B2B software company. Page: https://www.gane.ai/index/gtm/customer/digital-adoption-and-onboarding/2026-09-expanded

This is the permanent record of the September 2026 Edition, published September 9, 2026 and superseded since. The current standing: https://www.gane.ai/index/gtm/customer/digital-adoption-and-onboarding/index.md

**Standing:** Userpilot leads with 44% of first choices; verdict clear leader. 25 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Userpilot](https://www.gane.ai/index/gtm/vendors/userpilot/index.md) | 44% | 8% | 25 |
| 2 | [Appcues](https://www.gane.ai/index/gtm/vendors/appcues/index.md) | 24% | 15% | 27 |
| 3 | [UserGuiding](https://www.gane.ai/index/gtm/vendors/userguiding/index.md) | 8% | 8% | 13 |
| 4 | [Pendo](https://www.gane.ai/index/gtm/vendors/pendo/index.md) | 8% | 35% | 31 |
| 6 | [Whatfix](https://www.gane.ai/index/gtm/vendors/whatfix/index.md) | 4% | 37% | 27 |
| 8 | [Userlane](https://www.gane.ai/index/gtm/vendors/userlane/index.md) | 0% | 9% | 11 |
| 9 | [Chameleon](https://www.gane.ai/index/gtm/vendors/chameleon/index.md) | 0% | 8% | 13 |
| 41 | [WalkMe](https://www.gane.ai/index/gtm/vendors/walkme/index.md) | 0% | 63% | 27 |

Rank is by share of first choices among all 41 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 Opus 5: Appcues, Userpilot; alternatives Chameleon, Whatfix
- Claude Opus 4.8: Appcues, Pendo, Userpilot; alternatives Whatfix
- GPT-6 Astra: Userpilot; alternatives Appcues, Pendo, WalkMe, Whatfix
- GPT-5.6 Sol: Userpilot; alternatives Appcues, Pendo, UserGuiding, WalkMe
- Gemini 3.1 Pro: Userpilot; alternatives Appcues, Lemon Learning, Produktly, Stonly
- Perplexity Sonar Pro: Userpilot; alternatives Appcues, Pendo, UserGuiding, Whatfix

## Sources the answers cite

33 of 36 answers came back with a source list, from 6 of 6 models. Sites named in the most answers:

- userpilot.com: 25 answers, 55 citations
- appcues.com: 24 answers, 34 citations
- pendo.io: 22 answers, 25 citations
- whatfix.com: 20 answers, 25 citations
- walkme.com: 17 answers, 21 citations
- apty.ai: 15 answers, 28 citations
- gartner.com: 13 answers, 16 citations
- guideflow.com: 12 answers, 19 citations

Pages named in the most answers:

- https://gartner.com/reviews/market/digital-adoption-platforms (13 answers)
- https://userpilot.com/blog/digital-adoption-platforms (13 answers)
- https://visualsp.com/blog/digital-adoption-platforms (12 answers)
- https://appcues.com/blog/product-adoption-software-platforms (11 answers)
- https://pendo.io/pendo-blog/top-10-digital-adoption-platforms (10 answers)
- https://g2.com/categories/digital-adoption-platform (9 answers)
- https://guideflow.com/blog/best-digital-adoption-platforms (9 answers)
- https://whatfix.com/digital-adoption-platform (8 answers)
- https://apty.ai/blog/best-digital-adoption-platforms (7 answers)
- https://tango.ai/blog/digital-adoption-platform-software (7 answers)

## Warned against

- WalkMe: 17 of 27 labels negative. "WalkMe — the most common warnings:
- Cost and opacity. ... Reviewers consistently say it's poorly suited to SMBs.
- Maintenance burden. ... Ownership risk." (Claude Opus 5, negative prompt)
- Whatfix: 10 of 27 labels negative. "Avoid enterprise-oriented platforms such as WalkMe or Whatfix on a tight budget" (GPT-5.6 Sol, budget prompt)
- Pendo: 11 of 31 labels negative. "Pendo — the biggest 2025–26 contract risks... MAU overage behavior is nasty" (Claude Opus 5, negative prompt)
- Appcues: 4 of 27 labels negative. "avoid WalkMe, Whatfix, Appcues, and Apty" (Gemini 3.1 Pro, budget 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.