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

GTM AI Recommendation 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 a mid-market B2B company. Page: https://gtm-ai-index.com/customer/digital-adoption-and-onboarding/

**Standing:** Userpilot leads with 29% of first choices; verdict contested. 48 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Userpilot | 29% | 10% | 41 |
| 2 | UserGuiding | 21% | 5% | 38 |
| 3 | Whatfix | 15% | 37% | 46 |
| 4 | HelpHero | 10% | 0% | 10 |
| 5 | Pendo | 10% | 36% | 53 |
| 6 | Appcues | 6% | 7% | 41 |
| 7 | Userlane | 2% | 12% | 16 |
| 8 | Apty | 2% | 24% | 21 |
| 9 | Tango | 0% | 6% | 17 |
| 10 | Chameleon | 0% | 7% | 15 |
| 11 | WalkMe | 0% | 65% | 48 |

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Userpilot; alternatives Pendo, UserGuiding
- GPT-5.4 mini: Whatfix; alternatives Pendo, WalkMe
- Gemini 3.5 Flash: Userpilot; alternatives Appcues, Pendo, Spekit, Whatfix
- Perplexity Sonar: Userpilot; alternatives Appcues, Chameleon, Pendo, Whatfix
- Grok 4.1 Fast: Appcues, UserGuiding, Userpilot; alternatives Apty, Pendo, Tango
- Mistral Small: Userpilot; alternatives Appcues, Product Fruits, Spekit, UserGuiding
- DeepSeek V4 Flash: Whatfix; alternatives Appcues, Pendo, Userlane, Userpilot
- Llama 4 Maverick: Userpilot; alternatives Appcues, Apty, UserGuiding
- Qwen 3.7 Flash: Userpilot; alternatives Appcues, UserGuiding, Whatfix
- Kimi K2: Pendo; alternatives Appcues, Chameleon, Userlane, Userpilot
- GLM 4.7 FlashX: Pendo; alternatives Userlane, Whatfix
- MiniMax M2.5: Userpilot; alternatives Appcues, Chameleon, Pendo, Whatfix

## Sources the answers cite

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

- userpilot.com: 12 answers, 13 citations
- guideflow.com: 8 answers, 13 citations
- whatfix.com: 8 answers, 10 citations
- appcues.com: 8 answers, 8 citations
- pendo.io: 7 answers, 7 citations
- walkme.com: 6 answers, 7 citations
- gartner.com: 5 answers, 5 citations
- jimo.ai: 5 answers, 5 citations

Pages named in the most answers:

- https://userpilot.com/blog/digital-adoption-platforms (9 answers)
- https://guideflow.com/blog/best-digital-adoption-platforms (6 answers)
- https://whatfix.com/digital-adoption-platform (6 answers)
- https://gartner.com/reviews/market/digital-adoption-platforms (5 answers)
- https://learn.g2.com/best-digital-adoption-platform (5 answers)
- https://pendo.io/pendo-blog/top-10-digital-adoption-platforms (5 answers)
- https://appcues.com/blog/product-adoption-software-platforms (4 answers)
- https://viewpointanalysis.com/post/digital-adoption-software-options-2026 (4 answers)
- https://apty.ai/blog/best-digital-adoption-platforms (3 answers)
- https://chameleon.io/blog/digital-adoption-platforms (3 answers)

## Warned against

- WalkMe: 31 of 48 labels negative. "WalkMe — Highest Risk for Most Organizations ... carry the highest risk profiles for cost overruns, implementation failures, and vendor lock-in" (Kimi K2, negative prompt)
- Pendo: 19 of 53 labels negative. "you will want to avoid heavy enterprise Digital Adoption Platforms (DAPs) like WalkMe, Whatfix, and Pendo" (Gemini 3.5 Flash, budget prompt)
- Whatfix: 17 of 46 labels negative. "you will want to avoid heavy enterprise Digital Adoption Platforms (DAPs) like WalkMe, Whatfix, and Pendo" (Gemini 3.5 Flash, budget prompt)
- Userpilot: 4 of 41 labels negative. "If your product has a mobile version, you should avoid Userpilot" (Gemini 3.5 Flash, negative prompt)

## Record

- Method: https://gtm-ai-index.com/methodology/
- Raw judge labels and full responses: https://gtm-ai-index.com/data/
- License: CC BY 4.0. Cite as GTM AI Recommendation Index, September 2026 Edition, gtm-ai-index.com.