# Power BI Embedded: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 42 judge labels across 1 category by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/power-bi-embedded

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Embedded analytics](https://www.gane.ai/index/it/it-data/embedded-analytics/index.md) | 0% | 18 | 29% | 42 |

## What the models said for it

- "A strong default for Microsoft/Azure shops... Already standardized on Microsoft? Start with Power BI Embedded." (GPT-6 Luna, Embedded analytics)
- "For the absolute cheapest option at scale, Power BI Embedded with capacity-based pricing means unlimited viewers for a fixed monthly cost." (Claude Haiku 4.5, Embedded analytics)
- "you're already invested in Microsoft and have engineering capacity to manage a capacity-based deployment" (GPT-6 Luna, Embedded analytics)
- "Best for: Existing Microsoft shops looking to embed reports into a web portal without managing servers." (Qwen 3.7 Flash, Embedded analytics)

## And against it

- "3. Power BI Embedded ... complex and expensive to set up" (Llama 4 Maverick, Embedded analytics)
- "its architectural decisions, platform dependencies, and pricing complexities disqualify it as a one-for-all embedded analytics solution." (Muse Glimmer 30B, Embedded analytics)
- "Power BI's Microsoft-native integration strengths; those can be advantages, but they can also increase switching costs" (GPT-5.4 mini, Embedded analytics)
- "Power BI Embedded can work but only with significant engineering investment and cost predictability risks." (DeepSeek V4 Flash, Embedded analytics)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 0 | 0 | 2 |
| GPT-5.4 mini | 0 | 3 | 0 | 1 | 4 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 1 | 2 |
| Perplexity Sonar | 0 | 3 | 0 | 1 | 4 |
| Grok 4.20 | 0 | 1 | 0 | 1 | 2 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 2 | 1 | 2 | 5 |
| Llama 4 Maverick | 0 | 0 | 3 | 1 | 4 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 2 | 1 | 3 |
| GLM 4.7 FlashX | 0 | 3 | 1 | 1 | 5 |
| MiniMax M2.5 | 0 | 1 | 0 | 1 | 2 |
| GPT-6 Luna | 1 | 2 | 0 | 0 | 3 |
| Muse Glimmer 30B | 0 | 1 | 0 | 2 | 3 |

## Sources returned with these answers

The sites and pages cited by the answers that named Power BI Embedded, from 110 of the 117 answers that named it (only the models that return a source list).

### Domains cited

- qrvey.com: 45
- upsolve.ai: 39
- holistics.io: 38
- embeddable.com: 36
- omni.co: 35
- zoho.com: 31
- draxlr.com: 29
- mammoth.io: 29
- boldbi.com: 26
- datatako.com: 25

### Pages cited

- https://qrvey.com/blog/best-embedded-analytics-tools: 37
- https://mammoth.io/blog/embedded-analytics-tools: 29
- https://omni.co/articles/best-embedded-analytics-tools-2026: 26
- https://draxlr.com/blogs/best-embedded-analytics-tools: 24
- https://techtarget.com/news/Evaluate-8-of-the-top-embedded-analytics-tools/842843: 22
- https://datatako.com/blog/best-embedded-analytics-platforms-2026: 21
- https://holistics.io/blog/best-embedded-analytics-tools: 21
- https://cube.dev/articles/best-embedded-analytics-platforms-2026: 18

## 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.