# Querio: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/querio

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Embedded analytics](https://www.gane.ai/index/it/it-data/embedded-analytics/index.md) | 0% | 57 | 0% | 2 |

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Querio, from 4 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- querio.ai: 4 (its own site)
- qrvey.com: 3
- boldbi.com: 2
- omni.co: 2
- technologyadvice.com: 2
- upsolve.ai: 2
- astrato.io: 1
- basedash.com: 1
- draxlr.com: 1
- embeddable.com: 1

### Pages cited

- https://qrvey.com/blog/best-embedded-analytics-tools: 3
- https://technologyadvice.com/blog/information-technology/embedded-analytics-software: 2
- https://astrato.io/blog/embedded-bi-tools: 1
- https://basedash.com/blog/best-embedded-analytics-platforms-compared-2026: 1
- https://boldbi.com/blog/5-embedded-business-intelligence-tools-2026: 1
- https://boldbi.com/blog/embedded-analytics-security-risks-and-best-practices: 1
- https://boldbi.com/blog/top-embedded-analytics-tools-for-saas-2026: 1
- https://draxlr.com/blogs/best-embedded-analytics-tools: 1

## In its own words

What Querio's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: Querio is an AI-native analytics platform where people and AI agents query warehouse data through a reactive SQL and Python notebook, with metrics and definitions stored as files. (https://querio.ai/)
- For: Business users (https://querio.ai/)
- Price stated: Startup, Core, Enterprise (https://querio.ai/)
- Starting price: $500 per month (https://querio.ai/)
- Free plan or trial: Get started for free (https://querio.ai/)
- Integrations claimed: 5 (https://querio.ai/pricing)
- Certifications: SOC 2 Type II, HIPAA, ITAR, GDPR
- Customers named: OpenVPN, Growdash, Agree.com, Passport, Total Primary Care, Physicians Choice, Anthropic, OpenAI

## What it publishes

Every page querio.ai exposes, read 2026-09-29: 961 addresses. By kind, pages and the last 90 days:

- blog: 686 pages, 8 in the last 90 days, latest 2026-09-24
- case study: 17 pages, 15 in the last 90 days, latest 2026-09-24
- report or ebook: 17 pages, 9 in the last 90 days, latest 2026-09-24
- comparison: 102 pages, 4 in the last 90 days, latest 2026-09-24
- template or tool: 2 pages, 0 in the last 90 days, latest 2025-09-06
- glossary or explainer: 32 pages, 4 in the last 90 days, latest 2026-08-31
- Recent: 2026-09-24 blog: Jitter didn t die people just got bored https://querio.ai/blog/jitter-didn-t-die-people-just-got-bored
- Recent: 2026-09-24 blog: Your shitty internal claude app is not going to save your job https://querio.ai/blog/your-shitty-internal-claude-app-is-not-going-to-save-your-job
- Recent: 2026-09-24 comparison: Request driven vs event driven architecture https://querio.ai/blog/request-driven-vs-event-driven-architecture
- Recent: 2026-09-24 report or ebook: Dl 3 computational notebooks aaaa https://querio.ai/blog/dl-3-computational-notebooks-aaaa
- Recent: 2026-09-24 case study: Physicial choice https://querio.ai/case-studies/physicial-choice
- Recent: 2026-09-24 case study: Novafruit https://querio.ai/case-studies/novafruit

## 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.