# Qrvey: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 25 judge labels across 1 category by 12 of 14 models. Page: https://www.gane.ai/index/it/vendors/qrvey

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Embedded analytics](https://www.gane.ai/index/it/it-data/embedded-analytics/index.md) | 11% | 4 | 0% | 25 |

## What the models said for it

- "For a strictly limited budget, Qrvey or Embeddable are often recommended because their flat-rate/fixed pricing prevents unexpected costs" (MiniMax M2.5, Embedded analytics)
- "Need fast time-to-value, white-label customer portals and predictable flat-rate pricing? Start with Qrvey, Luzmo or Holistics." (Muse Glimmer 30B, Embedded analytics)
- "I recommend Qrvey as the top choice for embedded BI focused on customer-facing dashboards." (Grok 4.20, Embedded analytics)
- "A purpose-built analytics platform like Qrvey can help you avoid costly in-house builds" (Llama 4 Maverick, Embedded analytics)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Qrvey, from 62 of the 63 answers that named it (only the models that return a source list).

### Domains cited

- qrvey.com: 46 (its own site)
- holistics.io: 29
- draxlr.com: 24
- embeddable.com: 24
- upsolve.ai: 23
- omni.co: 20
- usedatabrain.com: 20
- datatako.com: 18
- techtarget.com: 18
- mammoth.io: 17

### Pages cited

- https://qrvey.com/blog/best-embedded-analytics-tools: 38
- https://draxlr.com/blogs/best-embedded-analytics-tools: 20
- https://omni.co/articles/best-embedded-analytics-tools-2026: 18
- https://mammoth.io/blog/embedded-analytics-tools: 17
- https://selecthub.com/c/embedded-analytics-tools: 17
- https://datatako.com/blog/best-embedded-analytics-platforms-2026: 16
- https://holistics.io/blog/best-embedded-analytics-tools: 16
- https://cube.dev/articles/best-embedded-analytics-platforms-2026: 15

## 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://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.