# Digital adoption and onboarding: 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 a mid-market B2B company. Page: https://www.gane.ai/index/gtm/customer/digital-adoption-and-onboarding/2026-10

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since.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/index.md

**Standing:** Userpilot leads with 30% of first choices; verdict contested. 60 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) | 30% | 12% | 49 |
| 2 | [UserGuiding](https://www.gane.ai/index/gtm/vendors/userguiding/index.md) | 22% | 7% | 41 |
| 3 | [Whatfix](https://www.gane.ai/index/gtm/vendors/whatfix/index.md) | 13% | 39% | 56 |
| 4 | [Pendo](https://www.gane.ai/index/gtm/vendors/pendo/index.md) | 8% | 33% | 60 |
| 5 | [Appcues](https://www.gane.ai/index/gtm/vendors/appcues/index.md) | 5% | 14% | 42 |
| 6 | [Tango](https://www.gane.ai/index/gtm/vendors/tango/index.md) | 3% | 0% | 10 |
| 8 | [Chameleon](https://www.gane.ai/index/gtm/vendors/chameleon/index.md) | 2% | 5% | 19 |
| 9 | [Userlane](https://www.gane.ai/index/gtm/vendors/userlane/index.md) | 2% | 7% | 15 |
| 10 | [Apty](https://www.gane.ai/index/gtm/vendors/apty/index.md) | 2% | 7% | 15 |
| 17 | [Product Fruits](https://www.gane.ai/index/gtm/vendors/product-fruits/index.md) | 0% | 0% | 10 |
| 45 | [WalkMe](https://www.gane.ai/index/gtm/vendors/walkme/index.md) | 0% | 57% | 56 |

Rank is by share of first choices among all 45 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: Appcues, UserGuiding; alternatives Pendo, Product Fruits, Userpilot, Whatfix
- GPT-5.4 mini: Userpilot; alternatives Pendo, WalkMe, Whatfix
- Gemini 3.5 Flash: Userpilot; alternatives Appcues, Spekit, Tango, Userflow
- Perplexity Sonar: Userpilot; alternatives Chameleon, Product Fruits
- Grok 4.20: Pendo, Userpilot; alternatives UserGuiding, Whatfix
- Mistral Small: Pendo, Whatfix; alternatives Gainsight PX, Userpilot
- DeepSeek V4 Flash: Whatfix; alternatives Appcues, UserGuiding, Userpilot
- Llama 4 Maverick: Chameleon; alternatives Skalin, UserGuiding, Userflow
- Qwen 3.7 Flash: Whatfix; alternatives Appcues, Pendo, WalkMe
- Kimi K2: Userpilot; alternatives Appcues, Product Fruits, Whatfix
- GLM 4.7 FlashX: Whatfix; alternatives Appcues, Pendo, Product Fruits, UserGuiding
- MiniMax M2.5: Pendo, Whatfix; alternatives Appcues
- GPT-6 Luna: Userpilot; alternatives Pendo, Whatfix
- Muse Glimmer 30B: UserGuiding, Userpilot; alternatives Gainsight PX, Pendo, Spekit, Whatfix

## Sources the answers cite

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

- userpilot.com: 48 answers, 73 citations
- guideflow.com: 36 answers, 53 citations
- learn.g2.com: 36 answers, 38 citations
- pendo.io: 31 answers, 32 citations
- g2.com: 30 answers, 62 citations
- appcues.com: 30 answers, 44 citations
- apty.ai: 30 answers, 41 citations
- chameleon.io: 23 answers, 30 citations

Pages named in the most answers:

- https://learn.g2.com/best-digital-adoption-platform (34 answers)
- https://userpilot.com/blog/digital-adoption-platforms (32 answers)
- https://apty.ai/blog/best-digital-adoption-platforms (27 answers)
- https://guideflow.com/blog/best-digital-adoption-platforms (22 answers)
- https://chameleon.io/blog/digital-adoption-platforms (19 answers)
- https://appcues.com/blog/product-adoption-software-platforms (18 answers)
- https://g2.com/categories/digital-adoption-platform (17 answers)
- https://gartner.com/reviews/market/digital-adoption-platforms (17 answers)
- https://adamenfroy.com/digital-adoption-platform (14 answers)
- https://guideflow.com/blog/product-adoption-software-tools (14 answers)

## Warned against

- Whatfix: 22 of 56 labels negative. "WalkMe and Whatfix are frequently cited as platforms to approach with caution due to their limitations and cost." (Mistral Small, negative prompt)
- WalkMe: 32 of 56 labels negative. "WalkMe & Whatfix (Traditional DAPs) - Why avoid/caution: These platforms are often criticized for offering shallow analytics, limited segmentation" (Mistral Small, negative prompt)
- Pendo: 20 of 60 labels negative. "Skip Pendo unless your product team desperately needs a deep "system of record" for product analytics" (Gemini 3.5 Flash, paraphrase prompt)
- Userpilot: 6 of 49 labels negative. "Avoid "Product-Led Growth" Onboarding Tools (e.g., Appcues, Userflow, Chameleon, Userpilot)" (Gemini 3.5 Flash, negative prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Userpilot at 27%.

- HelpHero: 10% to 4%, −6. Inside the floor by 5 points · rank 4 → 7 of 45.
- Tango: 0% to 4%, +4. Inside the floor by 7 points · rank 11 → 6 of 45.
- Userpilot: 29% to 27%, −2. Inside the floor by 9 points · rank 1 of 45, unchanged.
- UserGuiding: 21% to 19%, −2. Inside the floor by 9 points · rank 2 of 45, unchanged.
- Appcues: 6% to 4%, −2. Inside the floor by 9 points · rank 6 → 5 of 45.
- Chameleon: 0% to 2%, +2. Inside the floor by 9 points · rank 12 → 8 of 45.
- Whatfix: 15% to 15%, ±0. Inside the floor by 11 points · rank 3 of 45, unchanged.
- Pendo: 10% to 10%, ±0. Inside the floor by 11 points · rank 5 → 4 of 45.
- Apty: 2% to 2%, ±0. Inside the floor by 11 points · rank 8 → 9 of 45.
- Userlane: 2% to 2%, ±0. Inside the floor by 11 points · rank 7 → 10 of 45.
- Product Fruits: 0% to 0%, ±0. Inside the floor by 11 points · rank 16 → 17 of 45.
- WalkMe: 0% to 0%, ±0. Inside the floor by 11 points · rank 58 → 45 of 45.

## 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.