# Embedded analytics for enterprise buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "embedded analytics platform" and as "embedded BI for customer-facing dashboards", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Added to the November 2026 Edition. Page: https://www.gane.ai/index/it/it-data/embedded-analytics/2026-11/enterprise

**Standing:** Sisense leads with 30% of first choices; verdict contested. 46 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Sisense](https://www.gane.ai/index/it/vendors/sisense/index.md) | 30% | 15% | 52 |
| 2 | [Embeddable](https://www.gane.ai/index/it/vendors/embeddable/index.md) | 15% | 4% | 24 |
| 3 | [Power BI Embedded](https://www.gane.ai/index/it/vendors/power-bi-embedded/index.md) | 9% | 19% | 36 |
| 4 | [Looker](https://www.gane.ai/index/it/vendors/looker/index.md) | 9% | 25% | 44 |
| 5 | [Microsoft Power BI Embedded](https://www.gane.ai/index/it/vendors/microsoft-power-bi-embedded/index.md) | 9% | 23% | 30 |
| 6 | [GoodData](https://www.gane.ai/index/it/vendors/gooddata/index.md) | 7% | 3% | 32 |
| 7 | [Qrvey](https://www.gane.ai/index/it/vendors/qrvey/index.md) | 4% | 4% | 23 |
| 8 | [MicroStrategy](https://www.gane.ai/index/it/vendors/microstrategy/index.md) | 4% | 17% | 12 |
| 15 | [ThoughtSpot Embedded](https://www.gane.ai/index/it/vendors/thoughtspot-embedded/index.md) | 0% | 17% | 30 |
| 16 | [Luzmo](https://www.gane.ai/index/it/vendors/luzmo/index.md) | 0% | 11% | 19 |
| 17 | [Cube](https://www.gane.ai/index/it/vendors/cube/index.md) | 0% | 0% | 10 |
| 18 | [Qlik Embedded Analytics / QAP](https://www.gane.ai/index/it/vendors/qlik-embedded-analytics-qap/index.md) | 0% | 19% | 16 |

Rank is by share of first choices among all 85 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Sisense; alternatives Looker, Omni, Power BI Embedded
- GPT-5.4 mini: Sisense; alternatives Metabase, Power BI Embedded, Tableau Embedded Analytics
- Gemini 3.5 Flash: Looker; alternatives Cube, Embeddable, Luzmo, Power BI Embedded
- Perplexity Sonar: Sisense; alternatives GoodData, Looker Embedded, Power BI Embedded
- Grok 4.20: Microsoft Power BI Embedded; alternatives Looker, Qlik Embedded Analytics / QAP, Sisense, Tableau Embedded Analytics
- Mistral Small: MicroStrategy, Sisense; alternatives Amazon QuickSight, Luzmo, Reveal, Tableau Embedded Analytics
- DeepSeek V4 Flash: Sisense; alternatives GoodData, Looker, Oracle Analytics Cloud, Power BI Embedded
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Microsoft Power BI Embedded; alternatives GoodData, Looker, Qlik Embedded Analytics / QAP, Sisense
- Kimi K2: Sisense; alternatives GoodData, Looker, Metabase, Microsoft Power BI Embedded
- GLM 4.7 FlashX: Power BI Embedded, Sisense; alternatives Cube, Looker, Qlik Embedded Analytics / QAP, Qrvey
- MiniMax M2.5: Microsoft Power BI Embedded, Sisense; alternatives Looker, Qlik Embedded Analytics / QAP, Tableau Embedded Analytics
- GPT-6 Luna: Sisense; alternatives Looker, ThoughtSpot Embedded
- Muse Glimmer 30B: GoodData; alternatives Looker Embedded, Microsoft Power BI Embed, Oracle Analytics Cloud, Sisense

## Sources the answers cite

72 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- qrvey.com: 32 answers, 42 citations
- embeddable.com: 27 answers, 44 citations
- omni.co: 27 answers, 32 citations
- sisense.com: 25 answers, 36 citations
- boldbi.com: 22 answers, 25 citations
- usedatabrain.com: 19 answers, 24 citations
- zoho.com: 18 answers, 22 citations
- techtarget.com: 17 answers, 21 citations

Pages named in the most answers:

- https://qrvey.com/blog/best-embedded-analytics-tools (22 answers)
- https://omni.co/articles/best-embedded-analytics-tools-2026 (18 answers)
- https://cube.dev/articles/best-embedded-analytics-platforms-2026 (16 answers)
- https://techtarget.com/news/Evaluate-8-of-the-top-embedded-analytics-tools/842843 (15 answers)
- https://verifiedmarketresearch.com/blog/top-embedded-analytics-tools (15 answers)
- https://datatako.com/blog/best-embedded-analytics-platforms-2026 (14 answers)
- https://research.isg-one.com/buyers-guide/analytics_and_data/embedded_analytics/2024 (14 answers)
- https://draxlr.com/blogs/best-embedded-analytics-tools (13 answers)
- https://mammoth.io/blog/embedded-analytics-tools (13 answers)
- https://boldbi.com/blog/8-power-bi-alternatives (12 answers)

## Warned against

- Tableau Embedded Analytics: 19 of 52 labels negative. "When to avoid: For SaaS/product teams needing seamless integration or AI/governed self-service at enterprise scale." (Grok 4.20, negative prompt)
- Metabase: 10 of 19 labels negative. "Some lighter-weight or open-source platforms (e.g., Metabase in its base form ... require significant custom engineering to achieve proper tenant isolation." (Qwen 3.7 Flash, negative prompt)
- Looker: 11 of 44 labels negative. ""Avoid Looker unless you're already deeply invested in their ecosystem" due to complexity and cost" (Mistral Small, negative prompt)
- Power BI Embedded: 7 of 36 labels negative. "Platforms to caution against: Tableau Embedded, Power BI Embedded (in non-Azure-centric setups), MicroStrategy." (Gemini 3.5 Flash, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
New leader: GoodData (16%) to Sisense (30%). Margin 23 points, beyond the floor.

- Sisense: 13% to 30%, +17. Cleared the floor by 6 points · rank 2 → 1 of 85.
- GoodData: 16% to 7%, −9. Inside the floor by 2 points · rank 1 → 6 of 85.
- Embeddable: 11% to 15%, +4. Inside the floor by 7 points · rank 3 → 2 of 85.
- Power BI Embedded: 5% to 9%, +4. Inside the floor by 7 points · rank 7 → 3 of 85.
- MicroStrategy: 0% to 4%, +4. Inside the floor by 7 points · rank 36 → 8 of 85.
- Domo Everywhere: 4% to 0%, −4. Inside the floor by 7 points · rank 9 → 51 of 85.
- Omni: 5% to 2%, −3. Inside the floor by 8 points · rank 8 → 9 of 85.
- Looker: 11% to 9%, −2. Inside the floor by 9 points · rank 5 → 4 of 85.
- Microsoft Power BI Embedded: 11% to 9%, −2. Inside the floor by 9 points · rank 4 → 5 of 85.
- ThoughtSpot Embedded: 2% to 0%, −2. Inside the floor by 9 points · rank 12 → 15 of 85.
- Cube: 2% to 0%, −2. Inside the floor by 9 points · rank 11 → 17 of 85.
- Tableau Embedded Analytics: 2% to 0%, −2. Inside the floor by 9 points · rank 18 → 20 of 85.

## 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.