# Digital adoption and onboarding: what AI models recommend, November 2026

Gane Index, November 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 a mid-market B2B company. Page: https://www.gane.ai/index/gtm/customer/digital-adoption-and-onboarding/2026-11

**Standing:** Userpilot 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 | [Userpilot](https://www.gane.ai/index/gtm/vendors/userpilot/index.md) | 39% | 4% | 46 |
| 2 | [Whatfix](https://www.gane.ai/index/gtm/vendors/whatfix/index.md) | 13% | 32% | 62 |
| 3 | [UserGuiding](https://www.gane.ai/index/gtm/vendors/userguiding/index.md) | 11% | 11% | 28 |
| 4 | [Pendo](https://www.gane.ai/index/gtm/vendors/pendo/index.md) | 7% | 30% | 66 |
| 6 | [Chameleon](https://www.gane.ai/index/gtm/vendors/chameleon/index.md) | 4% | 10% | 21 |
| 7 | [Appcues](https://www.gane.ai/index/gtm/vendors/appcues/index.md) | 2% | 9% | 47 |
| 8 | [Product Fruits](https://www.gane.ai/index/gtm/vendors/product-fruits/index.md) | 2% | 11% | 18 |
| 9 | [Tango](https://www.gane.ai/index/gtm/vendors/tango/index.md) | 2% | 10% | 10 |
| 15 | [WalkMe](https://www.gane.ai/index/gtm/vendors/walkme/index.md) | 2% | 52% | 58 |
| 16 | [Userlane](https://www.gane.ai/index/gtm/vendors/userlane/index.md) | 0% | 0% | 17 |
| 17 | [Apty](https://www.gane.ai/index/gtm/vendors/apty/index.md) | 0% | 8% | 13 |

Rank is by share of first choices among all 58 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: Whatfix; alternatives Pendo, UserGuiding, Userlane, Userpilot
- GPT-5.4 mini: Pendo; alternatives WalkMe, Whatfix
- Gemini 3.5 Flash: Userpilot, Whatfix; alternatives Appcues, Pendo, Tango
- Perplexity Sonar: Userpilot; alternatives Pendo
- Grok 4.20: Whatfix; alternatives Pendo, Userpilot
- Mistral Small: WalkMe, Whatfix; alternatives Chameleon, Userlane
- DeepSeek V4 Flash: Userpilot; alternatives Appcues, Chameleon, Whatfix
- Llama 4 Maverick: Userpilot; alternatives Custify, Skalin
- Qwen 3.7 Flash: Whatfix; alternatives Appcues, Pendo, Workset
- Kimi K2: Userpilot; alternatives Appcues, Userlane, Whatfix
- GLM 4.7 FlashX: UserGuiding; alternatives Jimo, Product Fruits, Whatfix
- MiniMax M2.5: Chameleon; alternatives Appcues, Product Fruits, Userpilot, Whatfix
- GPT-6 Luna: Userpilot; alternatives Pendo, Whatfix
- Muse Glimmer 30B: Produktly, Spekit; alternatives Pendo, Product Fruits, Supered, Userpilot

## Sources the answers cite

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

- userpilot.com: 37 answers, 66 citations
- g2.com: 30 answers, 48 citations
- walkme.com: 29 answers, 51 citations
- guideflow.com: 21 answers, 27 citations
- capterra.com: 20 answers, 35 citations
- chameleon.io: 18 answers, 22 citations
- whatfix.com: 17 answers, 29 citations
- pendo.io: 17 answers, 20 citations

Pages named in the most answers:

- https://g2.com/categories/digital-adoption-platform (15 answers)
- https://capterra.co.uk/directory/31638/digital-adoption-platform/software (14 answers)
- https://userpilot.com/blog/digital-adoption-platforms (14 answers)
- https://softwareadvice.co.uk/directory/4379/digital-adoption-platform/software (13 answers)
- https://walkme.com/wp-content/uploads/2023/11/Digital-adoption-platform-buyers-guide-WalkMe_47655376_63655dac.pdf (13 answers)
- https://userpilot.com/blog/walkme-competitors (12 answers)
- https://capterra.com/digital-adoption-platform-software (11 answers)
- https://guideflow.com/blog/best-digital-adoption-platforms (11 answers)
- https://supered.io/guide/digital-adoption-platform (11 answers)
- https://capterra.ca/directory/31638/digital-adoption-platform/software (10 answers)

## Warned against

- WalkMe: 30 of 58 labels negative. "Avoid enterprise-heavy tools like WalkMe or Pendo unless you qualify for discounts; they're powerful but not budget-optimized." (Grok 4.20, budget prompt)
- Pendo: 20 of 66 labels negative. "Tools I'd Skip for Mid-Sized B2B: Pendo | Heavy enterprise focus; expensive; complex for mid-market needs" (Kimi K2, paraphrase prompt)
- Whatfix: 20 of 62 labels negative. "Avoid enterprise-focused platforms like WalkMe and Whatfix if you're on a limited budget" (Kimi K2, budget prompt)
- Appcues: 4 of 47 labels negative. "Appcues if your user count may grow quickly or budget is tight | G2 reviews include concerns about costs scaling with monthly active users." (GPT-6 Luna, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Userpilot at 39%.

- UserGuiding: 22% to 11%, −11. Cleared the floor by 0 points · rank 2 → 3 of 58.
- Userpilot: 30% to 39%, +9. Inside the floor by 2 points · rank 1 of 58, unchanged.
- Appcues: 5% to 2%, −3. Inside the floor by 8 points · rank 5 → 7 of 58.
- Chameleon: 2% to 4%, +2. Inside the floor by 9 points · rank 8 → 6 of 58.
- Product Fruits: 0% to 2%, +2. Inside the floor by 9 points · rank 17 → 8 of 58.
- WalkMe: 0% to 2%, +2. Inside the floor by 9 points · rank 45 → 15 of 58.
- Userlane: 2% to 0%, −2. Inside the floor by 9 points · rank 9 → 16 of 58.
- Apty: 2% to 0%, −2. Inside the floor by 9 points · rank 10 → 17 of 58.
- Pendo: 8% to 7%, −1. Inside the floor by 10 points · rank 4 of 58, unchanged.
- Tango: 3% to 2%, −1. Inside the floor by 10 points · rank 6 → 9 of 58.
- Whatfix: 13% to 13%, ±0. Inside the floor by 11 points · rank 3 → 2 of 58.

## Record

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