# Whatfix: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 69 judge labels across 4 categories by 14 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/whatfix

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Digital adoption and onboarding](https://www.gane.ai/index/gtm/customer/digital-adoption-and-onboarding/index.md) | 13% | 2 | 32% | 62 |
| [Client onboarding platforms](https://www.gane.ai/index/gtm/customer/client-onboarding/index.md) | 0% | 104 | 33% | 3 |
| [Customer education and LMS](https://www.gane.ai/index/gtm/customer/customer-education-and-lms/index.md) | 0% | 29 | 0% | 3 |
| [Product analytics](https://www.gane.ai/index/gtm/gtm-data/product-analytics/index.md) | 0% | 49 | 0% | 1 |

## What the models said for it

- "1. Whatfix - An AI-native Digital Adoption Platform that unifies pre-production simulation training, in-workflow guidance and support" (Claude Haiku 4.5, Digital adoption)
- "Whatfix and WalkMe are top choices due to their flexibility, strong feature sets, and proven track records." (Mistral Small, Digital adoption)
- "Whatfix stands out as the best overall digital adoption platform (DAP) for a mid-market B2B company" (Grok 4.20, Digital adoption)
- "Whatfix is the second-largest global DAP vendor and the fastest-growing among the market leaders" (Muse Glimmer 30B, Digital adoption)

## And against it

- "Avoid enterprise-focused platforms like WalkMe and Whatfix if you're on a limited budget" (Kimi K2, Digital adoption)
- "Avoid enterprise-heavy tools like WalkMe or Pendo unless you qualify for discounts" (Grok 4.20, Digital adoption)
- "Avoid WalkMe and Whatfix unless you have an enterprise budget" (Perplexity Sonar, Digital adoption)
- "Similar to WalkMe — enterprise-grade complexity and pricing" (Kimi K2, Digital adoption)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 1 | 0 | 1 | 3 |
| GPT-5.4 mini | 0 | 2 | 2 | 0 | 4 |
| Gemini 3.5 Flash | 1 | 3 | 0 | 2 | 6 |
| Perplexity Sonar | 1 | 1 | 1 | 3 | 6 |
| Grok 4.20 | 1 | 2 | 0 | 4 | 7 |
| Mistral Small | 1 | 0 | 4 | 1 | 6 |
| DeepSeek V4 Flash | 0 | 3 | 0 | 2 | 5 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 2 | 1 | 0 | 0 | 3 |
| Kimi K2 | 1 | 2 | 1 | 2 | 6 |
| GLM 4.7 FlashX | 0 | 1 | 2 | 3 | 6 |
| MiniMax M2.5 | 0 | 4 | 1 | 0 | 5 |
| GPT-6 Luna | 1 | 1 | 1 | 1 | 4 |
| Muse Glimmer 30B | 1 | 1 | 2 | 2 | 6 |

## Sources returned with these answers

The sites and pages cited by the answers that named Whatfix, from 178 of the 201 answers that named it (only the models that return a source list).

### Domains cited

- userpilot.com: 86
- g2.com: 85
- walkme.com: 84
- whatfix.com: 66 (its own site)
- capterra.com: 52
- supered.io: 52
- pendo.io: 49
- softwareadvice.com: 41
- guideflow.com: 39
- apty.ai: 37

### Pages cited

- https://userpilot.com/blog/digital-adoption-platforms: 38
- https://g2.com/categories/digital-adoption-platform: 36
- https://supered.io/guide/digital-adoption-platform: 36
- https://walkme.com/blog/digital-adoption-solutions: 34
- https://capterra.com/digital-adoption-platform-software: 29
- https://spotsaas.com/list/digital-adoption-platform-software/for-small-business: 28
- https://userpilot.com/blog/walkme-competitors: 28
- https://guideflow.com/blog/best-digital-adoption-platforms: 25

## In its own words

What Whatfix's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: AI-Powered Digital Adoption Platform (https://whatfix.com/)
- For: enterprise teams (https://whatfix.com/)
- Price stated: Pricing for each product and plan is composed of a flat fee, plus user license fees. (https://whatfix.com/pricing)
- Free plan or trial: free trial (https://whatfix.com/pricing)
- Integrations claimed: 2 (https://whatfix.com/pricing)
- Certifications: ISO 27001, ISO 27701, ISO 27017, ISO 27018, CSA STAR, SOC 2, GDPR, UK GDPR
- Hosting: United States, Switzerland, United States of America, Germany
- Customers named: Windward Risk Managers, Acorn Recruitment, Experian, Marriott International, Old Mutual, bioMérieux, Acorn, REG

## What it publishes

Every page whatfix.com exposes, read 2026-09-29: 590 addresses. By kind, pages and the last 90 days:

- blog: 217 pages, 11 in the last 90 days, latest 2026-09-15
- case study: 50 pages, 4 in the last 90 days, latest 2026-08-25
- conference or event: 3 pages, 0 in the last 90 days, latest 2020-11-10
- report or ebook: 31 pages, 1 in the last 90 days, latest 2026-07-10
- comparison: 28 pages, 0 in the last 90 days, latest 2025-12-09
- template or tool: 1 pages, 0 in the last 90 days, latest 2026-05-01
- glossary or explainer: 1 pages, 0 in the last 90 days, latest 2023-05-31
- podcast or video: 58 pages, 0 in the last 90 days, latest undated
- news or press: 70 pages, 3 in the last 90 days, latest 2026-09-08
- Recent: 2026-09-15 blog: Workflow optimization https://whatfix.com/blog/workflow-optimization
- Recent: 2026-09-11 blog: Workflow optimization software https://whatfix.com/blog/workflow-optimization-software
- Recent: 2026-09-11 blog: Support ticket root cause analysis https://whatfix.com/blog/support-ticket-root-cause-analysis
- Recent: 2026-09-08 news or press: Whatfix names co founder vara kumar as chief executive officer https://whatfix.com/newsroom/press-releases/whatfix-names-co-founder-vara-kumar-as-chief-executive-officer
- Recent: 2026-09-04 blog: Workflow analysis https://whatfix.com/blog/workflow-analysis
- Recent: 2026-09-01 blog: Medal.svg https://whatfix.com/blog/wp-content/uploads/2026/09/medal.svg

## 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.