# Cumul.io: 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/cumul-io

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Embedded analytics](https://www.gane.ai/index/it/it-data/embedded-analytics/index.md) | 0% | 44 | 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 | 1 | 0 | 1 |
| 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 Cumul.io, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- basedash.com: 2
- qrvey.com: 2
- research.isg-one.com: 2
- technologyadvice.com: 2
- astrato.io: 1
- boldbi.com: 1
- getapp.com: 1
- holistics.io: 1
- omni.co: 1
- querio.ai: 1

### Pages cited

- https://basedash.com/blog/best-embedded-analytics-platforms-compared-2026: 2
- https://qrvey.com/blog/best-embedded-analytics-tools: 2
- https://research.isg-one.com/buyers-guide/analytics_and_data/embedded_analytics/2024: 2
- https://technologyadvice.com/blog/information-technology/embedded-analytics-software: 2
- https://astrato.io/blog/embedded-bi-tools: 1
- https://boldbi.com/blog/5-embedded-business-intelligence-tools-2026: 1
- https://boldbi.com/blog/top-embedded-analytics-tools-for-saas-2026: 1
- https://getapp.com/business-intelligence-analytics-software/embedded-analytics/org/mid-size-business: 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.