# Qualytics: how AI models rank it, November 2026

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

## 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% | 129 | 100% | 1 |

## And against it

- "Users find the user experience lacking due to a complicated interface and slow learning curve with Qualytics." (Muse Glimmer 30B, 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 | 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 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 1 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Qualytics, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- aws.amazon.com: 1
- dash0.com: 1
- dev.to: 1
- g2.com: 1
- gane.ai/index: 1
- integrate.io: 1
- kloudfuse.com: 1
- metaplane.dev: 1
- newrelic.com: 1
- prospeo.io: 1

### Pages cited

- https://aws.amazon.com/marketplace/pp/prodview-ymbztckqsda2y: 1
- https://dash0.com/knowledge/what-is-vendor-lock-in: 1
- https://dev.to/keephq/afraid-of-getting-stuck-vendor-lock-in-is-in-the-small-details-9fg: 1
- https://g2.com/categories/data-quality: 1
- https://www.gane.ai/index/it/it-data/data-quality-and-observability/enterprise: 1
- https://integrate.io/blog/top-data-observability-tools: 1
- https://kloudfuse.com/blog/why-we-built-an-observability-data-lake: 1
- https://metaplane.dev/state-of-data-quality-monitoring-2024: 1

## 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.