# Apache Superset: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 4 judge labels across 1 category by 3 of 14 models. Page: https://www.gane.ai/index/finance/vendors/apache-superset

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Financial reporting and dashboards](https://www.gane.ai/index/finance/planning/financial-reporting-and-dashboards/index.md) | 0% | 28 | 0% | 4 |

## What the models said for it

- "For flexibility & control: Look at open-source options like Apache Superset, Metabase, or LibreOffice Base." (MiniMax M2.5, Financial reporting)
- "Open-source reporting tools (JasperReports, Metabase, Apache Superset)" (Kimi K2, Financial reporting)
- "Open-source reporting tools favored by startups and engineering teams." (Gemini 3.5 Flash, Financial reporting)
- "Look at frameworks like Cube.js, Tremor, or Apache Superset" (Gemini 3.5 Flash, Financial reporting)

## 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 | 2 | 0 | 0 | 2 |
| 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 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| 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 Apache Superset, from 6 of the 11 answers that named it (only the models that return a source list).

### Domains cited

- basedash.com: 2
- dev.to: 2
- reddit.com: 2
- usepalm.com: 2
- alium.io: 1
- analytics8.com: 1
- anodot.com: 1
- appsassociates.com: 1
- arxiv.org: 1
- assets.contenthub.wolterskluwer.com: 1

### Pages cited

- https://reddit.com/r/BusinessIntelligence/comments/g1oji2/what_is_the_worst_software_you_frequently: 2
- https://usepalm.com/blog/why-reporting-tools-work-so-poorly-in-enterprises-a-closer-look: 2
- https://alium.io/research/top-complaints-bi: 1
- https://analytics8.com/blog/bi-tool-comparison-choosing-the-best-analytics-tool-for-business: 1
- https://anodot.com/blog/5-critical-shortcomings-of-traditional-bi-tools: 1
- https://appsassociates.com/blog/power-bi-security-and-row-level-access-in-enterprise-organizations: 1
- https://arxiv.org/html/2410.12104v1: 1
- https://assets.contenthub.wolterskluwer.com/api/public/content/Wolters-Kluwer-CCH-Tagetik-BARC-study-the-state-of-ESG-and-sustainability-reporting-2023: 1

## Record

- Method: https://www.gane.ai/index/finance/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/finance.