# Embedded analytics: 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 a mid-market B2B company. Added to the November 2026 Edition. Page: https://www.gane.ai/index/it/it-data/embedded-analytics/2026-11

**Standing:** Metabase leads with 30% of first choices; verdict contested. 47 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Metabase](https://www.gane.ai/index/it/vendors/metabase/index.md) | 30% | 14% | 42 |
| 2 | [Luzmo](https://www.gane.ai/index/it/vendors/luzmo/index.md) | 17% | 6% | 35 |
| 3 | [Sisense](https://www.gane.ai/index/it/vendors/sisense/index.md) | 11% | 24% | 50 |
| 4 | [Qrvey](https://www.gane.ai/index/it/vendors/qrvey/index.md) | 11% | 0% | 25 |
| 5 | [Microsoft Power BI Embedded](https://www.gane.ai/index/it/vendors/microsoft-power-bi-embedded/index.md) | 6% | 46% | 26 |
| 6 | [Embeddable](https://www.gane.ai/index/it/vendors/embeddable/index.md) | 4% | 4% | 27 |
| 7 | [Zoho Analytics](https://www.gane.ai/index/it/vendors/zoho-analytics/index.md) | 2% | 0% | 11 |
| 8 | [Apache Superset](https://www.gane.ai/index/it/vendors/apache-superset/index.md) | 2% | 9% | 11 |
| 16 | [Domo Everywhere](https://www.gane.ai/index/it/vendors/domo-everywhere/index.md) | 2% | 57% | 14 |
| 17 | [GoodData](https://www.gane.ai/index/it/vendors/gooddata/index.md) | 0% | 7% | 28 |
| 18 | [Power BI Embedded](https://www.gane.ai/index/it/vendors/power-bi-embedded/index.md) | 0% | 29% | 42 |
| 19 | [ThoughtSpot Embedded](https://www.gane.ai/index/it/vendors/thoughtspot-embedded/index.md) | 0% | 21% | 24 |

Rank is by share of first choices among all 87 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: no first choice; alternatives Metabase, Microsoft Power BI Embedded, Omni, Sigma
- GPT-5.4 mini: Sisense; alternatives Looker, Metabase, Power BI Embedded, Toucan
- Gemini 3.5 Flash: Luzmo; alternatives Embeddable, Explo, Omni, Qrvey
- Perplexity Sonar: Qrvey; alternatives Embeddable, GoodData, Holistics, Looker Embedded
- Grok 4.20: Microsoft Power BI Embedded; alternatives Domo Everywhere, Dundas BI, Looker, Qlik Sense Embedded
- Mistral Small: Cube, Sisense; alternatives Power BI Embedded, Tableau Embedded Analytics
- DeepSeek V4 Flash: Luzmo, Sisense; alternatives GoodData, Microsoft Power BI Embedded
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Sisense; alternatives GoodData, Looker, Luzmo, Qrvey
- Kimi K2: Microsoft Power BI Embedded; alternatives Embeddable, Looker, Luzmo, Sisense
- GLM 4.7 FlashX: Sisense; alternatives Looker, Power BI Embedded
- MiniMax M2.5: Domo Everywhere, Microsoft Power BI Embedded; alternatives Looker, Qlik Embedded Analytics / QAP, Tableau Embedded Analytics
- GPT-6 Luna: Metabase; alternatives Looker, Power BI Embedded, Sigma
- Muse Glimmer 30B: Qrvey; alternatives Dundas BI, Embeddable, Holistics, Luzmo

## Sources the answers cite

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

- qrvey.com: 24 answers, 26 citations
- techtarget.com: 22 answers, 25 citations
- omni.co: 22 answers, 24 citations
- upsolve.ai: 21 answers, 24 citations
- research.isg-one.com: 20 answers, 22 citations
- holistics.io: 19 answers, 27 citations
- zoho.com: 19 answers, 27 citations
- draxlr.com: 19 answers, 22 citations

Pages named in the most answers:

- https://techtarget.com/news/Evaluate-8-of-the-top-embedded-analytics-tools/842843 (21 answers)
- https://qrvey.com/blog/best-embedded-analytics-tools (20 answers)
- https://research.isg-one.com/buyers-guide/analytics_and_data/embedded_analytics/2024 (20 answers)
- https://draxlr.com/blogs/best-embedded-analytics-tools (16 answers)
- https://technologyadvice.com/blog/information-technology/embedded-analytics-software (16 answers)
- https://mammoth.io/blog/embedded-analytics-tools (15 answers)
- https://omni.co/articles/best-embedded-analytics-tools-2026 (15 answers)
- https://upsolve.ai/blog/embedded-analytics-tools (13 answers)
- https://boldbi.com/blog/8-power-bi-alternatives (12 answers)
- https://cube.dev/articles/best-embedded-analytics-platforms-2026 (12 answers)

## Warned against

- Tableau Embedded Analytics: 27 of 51 labels negative. "Traditional enterprise BI platforms (like Tableau, Power BI, or Looker) often fail mid-market B2B SaaS teams." (Gemini 3.5 Flash, direct prompt)
- Looker: 18 of 44 labels negative. "Traditional enterprise BI platforms (like Tableau, Power BI, or Looker) often fail mid-market B2B SaaS teams." (Gemini 3.5 Flash, direct prompt)
- Power BI Embedded: 12 of 42 labels negative. "3. Power BI Embedded ... complex and expensive to set up" (Llama 4 Maverick, negative prompt)
- Sisense: 12 of 50 labels negative. "Verdict: Exercise extreme caution, especially for sensitive data" (Kimi K2, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Metabase at 30%.

- Qrvey: 0% to 11%, +11. Inside the floor by 0 points · rank 24 → 4 of 87.
- Metabase: 22% to 30%, +8. Inside the floor by 3 points · rank 1 of 87, unchanged.
- Explo: 7% to 2%, −5. Inside the floor by 6 points · rank 4 → 14 of 87.
- ThoughtSpot Embedded: 5% to 0%, −5. Inside the floor by 6 points · rank 6 → 19 of 87.
- Luzmo: 13% to 17%, +4. Inside the floor by 7 points · rank 3 → 2 of 87.
- Sisense: 15% to 11%, −4. Inside the floor by 7 points · rank 2 → 3 of 87.
- Microsoft Power BI Embedded: 2% to 6%, +4. Inside the floor by 7 points · rank 21 → 5 of 87.
- Embeddable: 0% to 4%, +4. Inside the floor by 7 points · rank 22 → 6 of 87.
- Zoho Analytics: 0% to 2%, +2. Inside the floor by 9 points · rank 23 → 7 of 87.
- Domo Everywhere: 0% to 2%, +2. Inside the floor by 9 points · rank 65 → 16 of 87.
- GoodData: 2% to 0%, −2. Inside the floor by 9 points · rank 10 → 17 of 87.
- Power BI Embedded: 2% to 0%, −2. Inside the floor by 9 points · rank 14 → 18 of 87.

## 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.