# Toucan: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/it/vendors/toucan

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Embedded analytics](https://www.gane.ai/index/it/it-data/embedded-analytics/index.md) | 0% | 40 | 0% | 2 |

## What the models said for it

- "a good fit if you want faster deployment and customer-facing dashboards" (GPT-5.4 mini, Embedded analytics)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 1 | 1 | 0 | 2 |
| 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 Toucan, from 5 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 3
- embeddable.com: 2
- jaspersoft.com: 2
- omni.co: 2
- reddit.com: 2
- sisense.com: 2
- thoughtspot.com: 2
- toucantoco.com: 2
- astrato.io: 1
- azure.microsoft.com: 1

### Pages cited

- https://g2.com/categories/embedded-business-intelligence: 2
- https://astrato.io/blog/embedded-bi-tools: 1
- https://azure.microsoft.com/en-us/products/power-bi-embedded: 1
- https://basedash.com/blog/best-embedded-analytics-platforms-compared-2026: 1
- https://boldbi.com/blog/bold-bi-vs-qlik-sense-analytics-compared: 1
- https://capterra.com/embedded-analytics-software: 1
- https://cdn.sisense.com/wp-content/uploads/2024/12/Embedded_BI_Market_Study_Report-2024_Dresner_Advisory_Services.pdf: 1
- https://cloud.google.com/looker: 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.