# DQLabs: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 9 judge labels across 1 category by 6 of 14 models. Page: https://www.gane.ai/index/it/vendors/dqlabs

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data quality and observability](https://www.gane.ai/index/it/it-data/data-quality-and-observability/index.md) | 0% | 23 | 0% | 9 |

## What the models said for it

- "Other top commercial data observability tools include Acceldata, Monte Carlo, and DQLabs." (Llama 4 Maverick, Data observability)
- "DQLabs: ISG #2 overall in 2024, rated Leader in multiple categories." (Muse Glimmer 30B, Data observability)
- "Best for AI‑driven quality scoring – DQLabs" (MiniMax M2.5, Data observability)

## 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 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 2 | 0 | 3 |

## Sources returned with these answers

The sites and pages cited by the answers that named DQLabs, from 20 of the 20 answers that named it (only the models that return a source list).

### Domains cited

- research.isg-one.com: 18
- dqlabs.ai: 9 (its own site)
- datamation.com: 8
- research.oz.spotlightar.com: 8
- techtarget.com: 8
- g2.com: 7
- acceldata.io: 6
- montecarlo.ai: 6
- bigeye.com: 5
- ciopages.com: 5

### Pages cited

- https://research.isg-one.com/buyers-guide/analytics_and_data/data_observability/2024: 17
- https://research.isg-one.com/market-perspectives/isg-buyers-guide-for-data-observability-classifies-and-rates-software-providers: 14
- https://datamation.com/big-data/data-observability-tools: 8
- https://research.oz.spotlightar.com/reports/magic-quadrant-observability-platforms-2024/leaders: 8
- https://techtarget.com/news/7-expert-recommended-data-observability-tools/842088: 8
- https://dqlabs.ai/blog/top-data-observability-vendors-right-now-a-practitioners-buyer-guide: 6
- https://acceldata.io/blog/shortlisting-the-best-data-observability-tools-what-enterprise-buyers-should-ask: 5
- https://ciopages.com/buyer-guides/data-quality-observability: 5

## In its own words

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

- Positioning: The Enterprise Platform for Observability, Quality, and Context (https://dqlabs.ai/)
- For: data producers, consumers, and leaders (https://dqlabs.ai/)
- Price stated: One complete package plus optional add-ons, delivered as a single custom quote scoped to your environment. (https://www.dqlabs.ai/pricing)
- Certifications: SOC 2 Type II, HIPAA, GDPR
- Customers named: American Bank, City of Spokane, Tacoma

## What it publishes

Every page dqlabs.ai exposes, read 2026-10-05: 577 addresses. By kind, pages and the last 90 days:

- blog: 141 pages, 1 in the last 90 days, latest 2026-07-08
- case study: 9 pages, 0 in the last 90 days, latest 2025-09-19
- webinar or virtual event: 26 pages, 0 in the last 90 days, latest 2026-06-05
- conference or event: 47 pages, 4 in the last 90 days, latest 2026-08-20
- report or ebook: 14 pages, 0 in the last 90 days, latest 2026-06-12
- comparison: 22 pages, 0 in the last 90 days, latest 2026-06-05
- template or tool: 2 pages, 0 in the last 90 days, latest 2026-06-10
- glossary or explainer: 30 pages, 0 in the last 90 days, latest 2026-06-15
- podcast or video: 10 pages, 0 in the last 90 days, latest 2026-06-08
- news or press: 10 pages, 0 in the last 90 days, latest 2026-06-17
- Recent: 2026-08-20 conference or event: Snowflake world tour dallas 2026 https://www.dqlabs.ai/events/snowflake-world-tour-dallas-2026
- Recent: 2026-08-17 conference or event: Trust layer workshop https://www.dqlabs.ai/events/trust-layer-workshop
- Recent: 2026-08-05 conference or event: Big data london 2026 https://www.dqlabs.ai/events/big-data-london-2026
- Recent: 2026-07-14 conference or event: Ai4 2026 https://www.dqlabs.ai/events/ai4-2026
- Recent: 2026-07-08 blog: Gartner market guide for data observability tools 2026 https://www.dqlabs.ai/blog/gartner-market-guide-for-data-observability-tools-2026
- Recent: 2026-06-17 news or press: Dqlabs named a representative vendor in the 2026 gartner market guide for data observability tools https://www.dqlabs.ai/news/dqlabs-named-a-representative-vendor-in-the-2026-gartner-market-guide-for-data-observability-tools

## 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.