# Monte Carlo Data: 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/monte-carlo-data

## 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% | 99 | 0% | 1 |

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| 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 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Monte Carlo Data, from 2 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- datakitchen.io: 2
- acceldata.io: 1
- apis.io: 1
- arxiv.org: 1
- aws.amazon.com: 1
- bigeye.com: 1
- ciopages.com: 1
- collibra.com: 1
- datastackindex.com: 1
- datatoolshub.com: 1

### Pages cited

- https://acceldata.io/blog/shortlisting-the-best-data-observability-tools-what-enterprise-buyers-should-ask: 1
- https://acceldata.io/newsroom/acceldata-named-data-quality-leader-in-g2-fall-2024-report: 1
- https://apis.io/finops/montecarlodata/montecarlodata-finops: 1
- https://apis.io/plans/montecarlodata/montecarlodata-plans-pricing: 1
- https://arxiv.org/pdf/2604.09163: 1
- https://aws.amazon.com/marketplace/reviews/reviews-list/prodview-tl2m77mvj2gmk: 1
- https://bigeye.com/platform/data-observability: 1
- https://ciopages.com/buyer-guides/data-quality-observability: 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.