# Delpha: 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/delpha

## 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% | 89 | 0% | 1 |

## 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 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Delpha, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- softwareadvice.co.uk: 2
- aitoolsforbusiness.ai: 1
- bestdevops.com: 1
- darwinapps.com: 1
- g2.com: 1
- koncert.com: 1
- prospeo.io: 1
- slashdot.org: 1
- snov.io: 1
- sourceforge.net: 1

### Pages cited

- https://softwareadvice.co.uk/directory/4582/data-quality/software: 2
- https://aitoolsforbusiness.ai/tags/data-quality: 1
- https://bestdevops.com/top-10-data-quality-tools-in-2025-features-pros-cons-comparison: 1
- https://darwinapps.com/blog/the-11-best-data-quality-monitoring-tools-for-marketing-ops-teams-in-2026: 1
- https://g2.com/categories/data-quality: 1
- https://g2.com/categories/data-quality/small-business: 1
- https://koncert.com/blog/14-top-data-providers-sales: 1
- https://prospeo.io/s/data-quality-tools: 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.