# Qrvey: how AI models rank it, October 2026

IT AI Recommendation Index, October 2026 Edition. Named in 10 judge labels across 1 categories by 7 of 14 models. Page: https://it-ai-index.com/vendors/qrvey/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Embedded analytics | 0% | 24 | 0% | 10 |

## What the models said for it

- "Prioritize purpose-built embedders like Cube, Omni, Luzmo, Holistics, or Qrvey" (Grok 4.1 Fast, Embedded analytics)
- "Choose Qrvey instead if: Customer data cannot leave your infrastructure" (DeepSeek V4 Flash, Embedded analytics)
- "If you need an all-in-one solution, consider Qrvey or Luzmo." (Mistral Small, Embedded analytics)
- "Choose Qrvey if you have heavy data compliance requirements" (Gemini 3.5 Flash, Embedded analytics)

## In its own words

What Qrvey's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: AI-Native Embedded Analytics Platform Built for SaaS (https://qrvey.com/)
- For: SaaS companies (https://qrvey.com/)
- Price stated: Flat-rate subscription and perpetual licensing available. Unlimited users, dashboards, instances, data, and connections. (https://qrvey.com/)
- Free plan or trial: Try the Qrvey Developer Playground (https://qrvey.com/)
- Certifications: SOC 2, HIPAA, GDPR
- Hosting: AWS, Azure, GCP
- Customers named: EvenFlow.ai, INGENIOUS.BUILD, JobNimbus, Impexium, CrowdChange

## What it publishes

Every page qrvey.com exposes, read 2026-09-29: 2185 addresses. By kind, pages and the last 90 days:

- blog: 171 pages, 18 in the last 90 days, latest 2026-09-18
- case study: 6 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 7 pages, 0 in the last 90 days, latest undated
- report or ebook: 237 pages, 0 in the last 90 days, latest undated
- comparison: 31 pages, 6 in the last 90 days, latest 2026-09-10
- template or tool: 1 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 8 pages, 3 in the last 90 days, latest 2026-08-02
- news or press: 31 pages, 2 in the last 90 days, latest 2026-09-15
- Recent: 2026-09-18 blog: Embedded data https://qrvey.com/blog/embedded-data
- Recent: 2026-09-17 blog: Sigma computing competitors https://qrvey.com/blog/sigma-computing-competitors
- Recent: 2026-09-16 blog: Best conversational analytics tools https://qrvey.com/blog/best-conversational-analytics-tools
- Recent: 2026-09-15 blog: Embedded customer experience https://qrvey.com/blog/embedded-customer-experience
- Recent: 2026-09-15 blog: White label analytics software https://qrvey.com/blog/white-label-analytics-software
- Recent: 2026-09-15 news or press: Qrvey 9 5 brings powerful comparative analytics to saas applications https://qrvey.com/news/qrvey-9-5-brings-powerful-comparative-analytics-to-saas-applications/

## Record

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