# Userpilot: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 104 judge labels across 8 categories by 14 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/userpilot

## 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) | 39% | 1 | 4% | 46 |
| [In-app messaging and customer communications](https://www.gane.ai/index/gtm/customer/in-app-messaging-and-customer-communications/index.md) | 12% | 3 | 4% | 28 |
| [Mobile apps](https://www.gane.ai/index/gtm/marketing/mobile-apps/index.md) | 2% | 20 | 0% | 2 |
| [Client onboarding platforms](https://www.gane.ai/index/gtm/customer/client-onboarding/index.md) | 0% | 19 | 15% | 13 |
| [Product analytics](https://www.gane.ai/index/gtm/gtm-data/product-analytics/index.md) | 0% | 8 | 0% | 8 |
| [Customer success platforms](https://www.gane.ai/index/gtm/customer/customer-success-platforms/index.md) | 0% | 18 | 0% | 3 |
| [Customer feedback and surveys](https://www.gane.ai/index/gtm/customer/customer-feedback-and-surveys/index.md) | 0% | 63 | 0% | 2 |
| [Interactive demo platforms](https://www.gane.ai/index/gtm/sales/interactive-demo-platforms/index.md) | 0% | 23 | 0% | 2 |

## What the models said for it

- "Userpilot (for product-led growth) or Intercom (for combined support + messaging) are the strongest picks" (DeepSeek V4 Flash, In-app messaging)
- "Userpilot is the top recommendation due to its balance of ease of use, customization, and scalability" (Mistral Small, Digital adoption)
- "For most mid-market B2B SaaS companies, Userpilot is the strongest all-around pick" (DeepSeek V4 Flash, Digital adoption)
- "Userpilot is arguably the strongest recommendation for a mid-sized B2B company today." (Qwen 3.7 Flash, Digital adoption)

## And against it

- "criticized in Reddit/UX discussions for overemphasizing metrics/tracking ... Can feel analytics-heavy rather than guidance-focused" (Grok 4.20, Digital adoption)
- "Not a project‑management solution; less suited for multi‑week implementation workflows" (GLM 4.7 FlashX, Client onboarding)
- "$249/month starting price; verify you need all features before committing" (Kimi K2, Client onboarding)
- "though Userpilot starts at $299/mo, which might be too high for "limited"" (DeepSeek V4 Flash, Digital adoption)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 3 | 1 | 0 | 4 |
| GPT-5.4 mini | 1 | 1 | 1 | 1 | 4 |
| Gemini 3.5 Flash | 2 | 4 | 2 | 0 | 8 |
| Perplexity Sonar | 3 | 3 | 4 | 0 | 10 |
| Grok 4.20 | 2 | 7 | 3 | 1 | 13 |
| Mistral Small | 1 | 1 | 5 | 0 | 7 |
| DeepSeek V4 Flash | 4 | 2 | 2 | 1 | 9 |
| Llama 4 Maverick | 1 | 4 | 4 | 0 | 9 |
| Qwen 3.7 Flash | 1 | 3 | 1 | 0 | 5 |
| Kimi K2 | 3 | 3 | 1 | 1 | 8 |
| GLM 4.7 FlashX | 2 | 0 | 1 | 1 | 4 |
| MiniMax M2.5 | 1 | 5 | 1 | 0 | 7 |
| GPT-6 Luna | 3 | 1 | 0 | 0 | 4 |
| Muse Glimmer 30B | 1 | 7 | 4 | 0 | 12 |

## Sources returned with these answers

The sites and pages cited by the answers that named Userpilot, from 247 of the 265 answers that named it (only the models that return a source list).

### Domains cited

- userpilot.com: 129 (its own site)
- g2.com: 106
- guideflow.com: 62
- capterra.com: 55
- productfruits.com: 49
- walkme.com: 49
- softwareadvice.com: 45
- appcues.com: 44
- gane.ai/index: 43
- produktly.com: 37

### Pages cited

- https://dupple.com/learn/best-in-app-messaging-tools: 34
- https://produktly.com/best/in-app-messaging-tools: 27
- https://productfruits.com/blog/best-in-app-messaging-platforms: 25
- https://userpilot.com/blog/digital-adoption-platforms: 25
- https://capterra.com/digital-adoption-platform-software: 24
- https://g2.com/categories/digital-adoption-platform: 24
- https://supered.io/guide/digital-adoption-platform: 24
- https://userpilot.com/blog/in-app-messaging-tools: 23

## In its own words

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

- Positioning: a no-code product growth platform (https://userpilot.com/)
- For: Product, UX, and customer success teams (https://userpilot.com/)
- Price stated: lowPrice 299 highPrice 799 offerCount 3 (https://userpilot.com/)
- Starting price: 299 (https://userpilot.com/)
- Free plan or trial: Free Trial (https://userpilot.com/)
- Integrations claimed: 7 (https://userpilot.com/)
- Certifications: SOC 2 Type II, GDPR, HIPAA
- Hosting: EU
- Customers named: Attention Insight, Osano, RecruitNow, Zoezi, Doppler, Relitix, Whale, Jiminny

## What it publishes

Every page userpilot.com exposes, read 2026-09-29: 1278 addresses. By kind, pages and the last 90 days:

- blog: 439 pages, 26 in the last 90 days, latest 2026-09-09
- case study: 63 pages, 1 in the last 90 days, latest 2026-07-24
- webinar or virtual event: 11 pages, 0 in the last 90 days, latest 2025-11-10
- conference or event: 66 pages, 0 in the last 90 days, latest 2023-12-11
- report or ebook: 4 pages, 0 in the last 90 days, latest undated
- comparison: 89 pages, 5 in the last 90 days, latest 2026-08-31
- template or tool: 18 pages, 1 in the last 90 days, latest 2026-07-30
- glossary or explainer: 13 pages, 0 in the last 90 days, latest 2026-06-29
- news or press: 1 pages, 0 in the last 90 days, latest 2025-12-28
- Recent: 2026-09-09 blog: Userpilot mcp https://userpilot.com/blog/userpilot-mcp
- Recent: 2026-09-03 blog: Meet userpilot ai lia https://userpilot.com/meet-userpilot-ai-lia
- Recent: 2026-09-03 blog: Ai user onboarding https://userpilot.com/blog/ai-user-onboarding
- Recent: 2026-09-03 blog: Transactional email software https://userpilot.com/blog/transactional-email-software
- Recent: 2026-08-31 comparison: Logrocket alternatives https://userpilot.com/blog/logrocket-alternatives
- Recent: 2026-08-29 blog: Tooltip examples saas https://userpilot.com/blog/tooltip-examples-saas

## 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.