# Digital adoption and onboarding for enterprise 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 an enterprise B2B company. Page: https://www.gane.ai/index/gtm/customer/digital-adoption-and-onboarding/2026-09/enterprise

This is the permanent record of the September 2026 Edition, published September 15, 2026 and superseded since.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/enterprise/index.md

**Standing:** WalkMe leads with 39% of first choices; verdict contested. 46 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [WalkMe](https://www.gane.ai/index/gtm/vendors/walkme/index.md) | 39% | 20% | 60 |
| 2 | [Whatfix](https://www.gane.ai/index/gtm/vendors/whatfix/index.md) | 26% | 12% | 59 |
| 3 | [Pendo](https://www.gane.ai/index/gtm/vendors/pendo/index.md) | 11% | 26% | 54 |
| 4 | [Apty](https://www.gane.ai/index/gtm/vendors/apty/index.md) | 9% | 0% | 35 |
| 6 | [Userlane](https://www.gane.ai/index/gtm/vendors/userlane/index.md) | 2% | 20% | 20 |
| 10 | [Userpilot](https://www.gane.ai/index/gtm/vendors/userpilot/index.md) | 2% | 55% | 29 |
| 12 | [Spekit](https://www.gane.ai/index/gtm/vendors/spekit/index.md) | 0% | 25% | 12 |
| 37 | [Appcues](https://www.gane.ai/index/gtm/vendors/appcues/index.md) | 0% | 44% | 27 |
| 38 | [UserGuiding](https://www.gane.ai/index/gtm/vendors/userguiding/index.md) | 0% | 64% | 11 |

Rank is by share of first choices among all 38 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; alternatives Gainsight PX, Pendo, Spekit, WalkMe
- GPT-5.4 mini: WalkMe; alternatives Pendo, Whatfix
- Gemini 3.5 Flash: Whatfix; alternatives Appcues, Apty, Gainsight PX, Pendo
- Perplexity Sonar: WalkMe; alternatives Pendo, Whatfix
- Grok 4.20: WalkMe, Whatfix; alternatives Pendo
- Mistral Small: WalkMe; alternatives Pendo, Userpilot, Whatfix
- DeepSeek V4 Flash: Pendo; alternatives Whatfix
- Llama 4 Maverick: Jimo; alternatives Guideflow, Whatfix
- Qwen 3.7 Flash: Pendo, WalkMe; alternatives Appcues, Apty, Whatfix
- Kimi K2: Apty, Whatfix; alternatives Pendo, WalkMe
- GLM 4.7 FlashX: WalkMe; alternatives Pendo, Userpilot, Whatfix
- MiniMax M2.5: WalkMe, Whatfix; alternatives Appcues, Apty, Pendo, Tango

## Sources the answers cite

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

- whatfix.com: 19 answers, 25 citations
- userpilot.com: 14 answers, 18 citations
- gartner.com: 12 answers, 14 citations
- apty.ai: 11 answers, 18 citations
- guideflow.com: 11 answers, 16 citations
- walkme.com: 11 answers, 12 citations
- vividminds.ai: 9 answers, 10 citations
- tango.ai: 8 answers, 9 citations

Pages named in the most answers:

- https://userpilot.com/blog/digital-adoption-platforms (12 answers)
- https://whatfix.com/digital-adoption-platform (12 answers)
- https://apty.ai/blog/best-digital-adoption-platforms (11 answers)
- https://gartner.com/reviews/market/digital-adoption-platforms (11 answers)
- https://guideflow.com/blog/best-digital-adoption-platforms (9 answers)
- https://tango.ai/blog/digital-adoption-platform-software (8 answers)
- https://vividminds.ai/products/guidenow/blog/best-digital-adoption-platforms (7 answers)
- https://lemonlearning.com/best-digital-adoption-platforms (6 answers)
- https://appcues.com/blog/product-adoption-software-platforms (5 answers)
- https://g2.com/categories/digital-adoption-platform/enterprise (5 answers)

## Warned against

- Userpilot: 16 of 29 labels negative. "risky bets for large enterprises... Built for product-led SaaS growth, not enterprise-scale internal adoption." (DeepSeek V4 Flash, negative prompt)
- Pendo: 14 of 54 labels negative. "Built for product analytics (customer-facing), not employee process execution across enterprise systems" (Mistral Small, negative prompt)
- Appcues: 12 of 27 labels negative. "Platforms like Appcues, UserGuiding, and Userpilot serve the SMB and mid-market well but lack critical enterprise capabilities" (Kimi K2, negative prompt)
- WalkMe: 12 of 60 labels negative. "I would avoid WalkMe for your specific need" (DeepSeek V4 Flash, 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.