# Digital adoption and onboarding for enterprise buyers: what AI models recommend, October 2026

Gane Index, October 2026 Edition. Asked as "digital adoption platform" and as "in-product onboarding and user guidance tool", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/gtm/customer/digital-adoption-and-onboarding/2026-10/enterprise

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/gtm/customer/digital-adoption-and-onboarding/enterprise/index.md

**Standing:** Whatfix leads with 36% of first choices; verdict contested. 56 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Whatfix](https://www.gane.ai/index/gtm/vendors/whatfix/index.md) | 36% | 18% | 61 |
| 2 | [WalkMe](https://www.gane.ai/index/gtm/vendors/walkme/index.md) | 34% | 30% | 70 |
| 3 | [Pendo](https://www.gane.ai/index/gtm/vendors/pendo/index.md) | 11% | 25% | 59 |
| 4 | [Userlane](https://www.gane.ai/index/gtm/vendors/userlane/index.md) | 7% | 5% | 19 |
| 5 | [Apty](https://www.gane.ai/index/gtm/vendors/apty/index.md) | 4% | 8% | 25 |
| 6 | [Userpilot](https://www.gane.ai/index/gtm/vendors/userpilot/index.md) | 4% | 39% | 23 |
| 7 | [UserGuiding](https://www.gane.ai/index/gtm/vendors/userguiding/index.md) | 2% | 9% | 11 |
| 9 | [Appcues](https://www.gane.ai/index/gtm/vendors/appcues/index.md) | 2% | 50% | 28 |

Rank is by share of first choices among all 31 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: WalkMe, Whatfix; alternatives Appcues, Pendo, UserGuiding
- GPT-5.4 mini: WalkMe; alternatives Pendo, Whatfix
- Gemini 3.5 Flash: Pendo, WalkMe; alternatives Apty, Userflow, Userpilot, Whatfix
- Perplexity Sonar: Whatfix; alternatives Pendo, WalkMe
- Grok 4.20: Whatfix; alternatives Pendo, WalkMe
- Mistral Small: Pendo, WalkMe, Whatfix; alternatives Apty, Jimo
- DeepSeek V4 Flash: Whatfix; alternatives Apty, Lemon Learning, Userlane, WalkMe
- Llama 4 Maverick: WalkMe; alternatives Chameleon, Jimo
- Qwen 3.7 Flash: Whatfix; alternatives Userlane, WalkMe
- Kimi K2: WalkMe; alternatives Pendo, Whatfix
- GLM 4.7 FlashX: Whatfix; alternatives Pendo, UserGuiding, Userlane, WalkMe
- MiniMax M2.5: Userlane, WalkMe
- GPT-6 Luna: Pendo; alternatives WalkMe, Whatfix
- Muse Glimmer 30B: WalkMe, Whatfix; alternatives Pendo

## Sources the answers cite

81 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- whatfix.com: 43 answers, 75 citations
- guideflow.com: 43 answers, 60 citations
- userpilot.com: 41 answers, 50 citations
- apty.ai: 39 answers, 60 citations
- pendo.io: 31 answers, 41 citations
- walkme.com: 30 answers, 49 citations
- learn.g2.com: 28 answers, 28 citations
- g2.com: 26 answers, 34 citations

Pages named in the most answers:

- https://userpilot.com/blog/digital-adoption-platforms (33 answers)
- https://guideflow.com/blog/best-digital-adoption-platforms (31 answers)
- https://apty.ai/blog/best-digital-adoption-platforms (29 answers)
- https://learn.g2.com/best-digital-adoption-platform (28 answers)
- https://gartner.com/reviews/market/digital-adoption-platforms (22 answers)
- https://whatfix.com/digital-adoption-platform (20 answers)
- https://pendo.io/pendo-blog/top-10-digital-adoption-platforms (19 answers)
- https://tango.ai/blog/digital-adoption-platform-software (16 answers)
- https://appcues.com/blog/product-adoption-software-platforms (14 answers)
- https://whatfix.com/products/digital-adoption-platform (14 answers)

## Warned against

- WalkMe: 21 of 70 labels negative. "Bottom line: Avoid unless you're a Fortune 500 company with a dedicated Digital Adoption team, a budget over $50K/year, and a strong SAP-centric stack." (DeepSeek V4 Flash, negative prompt)
- Appcues: 14 of 28 labels negative. "Designed for customer-facing SaaS teams, not internal employee training; lacks enterprise governance features" (Kimi K2, paraphrase prompt)
- Pendo: 15 of 59 labels negative. "Pendo: Lacks FedRAMP, limited security certifications" ... "Built for product and growth teams, not for employee process execution across enterprise systems." (Muse Glimmer 30B, negative prompt)
- Whatfix: 11 of 61 labels negative. "Caution level: Medium-High ... if you need predictable costs, lightweight onboarding, or robust built-in analytics, look elsewhere." (DeepSeek V4 Flash, negative prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: WalkMe at 38%.

- Whatfix: 26% to 33%, +7. Inside the floor by 4 points · rank 2 of 29, unchanged.
- Apty: 9% to 2%, −7. Inside the floor by 4 points · rank 4 → 6 of 29.
- Userlane: 2% to 6%, +4. Inside the floor by 7 points · rank 6 → 4 of 29.
- Userpilot: 2% to 4%, +2. Inside the floor by 9 points · rank 10 → 5 of 29.
- UserGuiding: 0% to 2%, +2. Inside the floor by 9 points · rank 38 → 7 of 29.
- Appcues: 0% to 2%, +2. Inside the floor by 9 points · rank 37 → 9 of 29.
- WalkMe: 39% to 38%, −1. Inside the floor by 10 points · rank 1 of 29, unchanged.
- Pendo: 11% to 10%, −1. Inside the floor by 10 points · rank 3 of 29, unchanged.
- Spekit: 0% to 0%, ±0. Inside the floor by 11 points · rank 12 → 10 of 29.

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, October 2026 Edition, www.gane.ai/index/gtm.