# Amazon QuickSight: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 6 judge labels across 2 categories by 5 of 14 models. Page: https://www.gane.ai/index/it/vendors/amazon-quicksight

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Embedded analytics](https://www.gane.ai/index/it/it-data/embedded-analytics/index.md) | 0% | 24 | 0% | 5 |
| [Data virtualization](https://www.gane.ai/index/it/it-data/data-virtualization/index.md) | 0% | 86 | 100% | 1 |

## What the models said for it

- "pay-per-session pricing can control costs when customers view dashboards infrequently, though customization is more limited" (Perplexity Sonar, Embedded analytics)
- "Choose QuickSight when the workload is AWS-based and usage varies significantly." (Perplexity Sonar, Embedded analytics)
- "Best for: AWS-native environments" (MiniMax M2.5, Embedded analytics)

## And against it

- "While excellent if you live entirely in AWS, migrating out becomes incredibly difficult." (Qwen 3.7 Flash, Data virtualization)

## 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 | 2 | 0 | 0 | 2 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| Kimi K2 | 0 | 0 | 1 | 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 Amazon QuickSight, from 15 of the 17 answers that named it (only the models that return a source list).

### Domains cited

- qrvey.com: 8
- mammoth.io: 6
- softwareadvice.com: 6
- upsolve.ai: 6
- g2.com: 5
- verifiedmarketresearch.com: 5
- basedash.com: 4
- draxlr.com: 4
- embeddable.com: 4
- holistics.io: 4

### Pages cited

- https://qrvey.com/blog/best-embedded-analytics-tools: 7
- https://mammoth.io/blog/embedded-analytics-tools: 6
- https://softwareadvice.com/embedded-analytics: 6
- https://verifiedmarketresearch.com/blog/top-embedded-analytics-tools: 5
- https://g2.com/categories/embedded-business-intelligence/enterprise: 4
- https://holistics.io/blog/best-embedded-analytics-tools: 4
- https://omni.co/articles/best-embedded-analytics-tools-2026: 4
- https://usedatabrain.com/blog/embedded-analytics-tools: 4

## In its own words

What Amazon QuickSight's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: AI-powered BI that transforms data into strategic insights for everyone through unified intelligence, actionable analytics, and democratized data access. (https://aws.amazon.com/quick/quicksight/)
- For: for everyone (https://aws.amazon.com/quick/quicksight/)
- Integrations claimed: 40 (https://aws.amazon.com/quick/quicksight/)
- Certifications: FedRAMP, HIPAA, PCI DSS

## 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.