# Panoply: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 4 judge labels across 2 categories by 3 of 14 models. Page: https://www.gane.ai/index/it/vendors/panoply

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data warehouses](https://www.gane.ai/index/it/it-data/data-warehouses/index.md) | 0% | 28 | 33% | 3 |
| [Master data management](https://www.gane.ai/index/it/it-data/master-data-management/index.md) | 0% | 47 | 0% | 1 |

## What the models said for it

- "Panoply is designed specifically for small and mid-sized businesses and is one of the most accessible and budget-friendly cloud data warehouse services." (Claude Haiku 4.5, Data warehouses)
- "can leverage Firebolt, Panoply, or ClicData to access the same analytical power at a fraction of the complexity and cost" (Claude Haiku 4.5, Data warehouses)

## And against it

- "The risk of being acquired and shut down (like Panoply was) is real." (DeepSeek V4 Flash, Data warehouses)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 0 | 0 | 2 |
| 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 | 1 | 1 |
| 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 | 1 | 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 Panoply, from 8 of the 8 answers that named it (only the models that return a source list).

### Domains cited

- clickhouse.com: 4
- capterra.com: 3
- genixly.io: 3
- kanerika.com: 3
- motherduck.com: 3
- panoply.io: 3 (its own site)
- aws.amazon.com: 2
- g2.com: 2
- guideflow.com: 2
- integrate.io: 2

### Pages cited

- https://clickhouse.com/resources/engineering/top-5-cloud-data-warehouses: 4
- https://genixly.io/blogs/top-cloud-data-warehouse-solutions: 3
- https://kanerika.com/blogs/cloud-data-warehouse: 3
- https://capterra.com/p/227349/Amazon-Redshift/reviews: 2
- https://g2.com/products/amazon-redshift/reviews: 2
- https://g2.com/products/snowflake/reviews: 2
- https://integrate.io/blog/17-best-data-warehousing-tools-and-resources: 2
- https://motherduck.com/learn/cloud-data-warehouse-startup-guide: 2

## 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.