# Embedded analytics: what AI models recommend, October 2026

IT AI Recommendation Index, October 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 October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories. Page: https://it-ai-index.com/it-data/embedded-analytics/

**Standing:** Metabase leads with 22% of first choices; verdict contested. 55 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Metabase | 22% | 12% | 40 |
| 2 | Sisense | 15% | 28% | 39 |
| 3 | Luzmo | 13% | 3% | 29 |
| 4 | Explo | 7% | 5% | 19 |
| 5 | ThoughtSpot Embedded | 5% | 19% | 36 |
| 6 | Cube | 2% | 0% | 20 |
| 7 | GoodData | 2% | 27% | 15 |
| 8 | Apache Superset | 2% | 20% | 10 |
| 9 | Sigma | 2% | 31% | 13 |
| 10 | Power BI Embedded | 2% | 41% | 27 |
| 11 | Microsoft Power BI Embedded | 2% | 50% | 24 |
| 12 | Embeddable | 0% | 0% | 14 |

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

- Claude Haiku 4.5: Sisense; alternatives Holistics, Looker Embedded, Metabase, Power BI Embedded
- GPT-5.4 mini: Sisense; alternatives Looker, Power BI Embedded, ThoughtSpot Embedded
- Gemini 3.5 Flash: Omni; alternatives Embeddable, Luzmo, Metabase, Qrvey
- Perplexity Sonar: ThoughtSpot Embedded; alternatives Cube, Looker, Zoho Analytics
- Grok 4.1 Fast: Reveal BI; alternatives Bold BI, Domo Everywhere, Power BI Embedded, Tableau
- Mistral Small: Explo, Sisense; alternatives Microsoft Power BI Embedded, Tableau Embedded Analytics
- DeepSeek V4 Flash: Luzmo; alternatives GoodData, Sisense
- Llama 4 Maverick: Reveal BI; alternatives Cube.dev, Omni.co, Thinklytics Insights, Zoho
- Qwen 3.7 Flash: Sisense; alternatives Looker, Microsoft Power BI Embedded, ThoughtSpot Embedded
- Kimi K2: Explo; alternatives Looker, Metabase, Power BI Embedded, Preset
- GLM 4.7 FlashX: Metabase; alternatives Looker, ThoughtSpot Embedded
- MiniMax M2.5: Microsoft Power BI Embedded; alternatives Cube, Explo, Grow, Looker
- GPT-6 Luna: Metabase; alternatives Looker Embed, Sisense, ThoughtSpot Embedded
- Muse Glimmer 30B: Sisense; alternatives Reveal BI, Toucan

## Sources the answers cite

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

- holistics.io: 48 answers, 66 citations
- omni.co: 40 answers, 46 citations
- cube.dev: 35 answers, 49 citations
- peliqan.io: 35 answers, 35 citations
- luzmo.com: 34 answers, 61 citations
- zoho.com: 33 answers, 44 citations
- embeddable.com: 26 answers, 47 citations
- thoughtspot.com: 25 answers, 38 citations

Pages named in the most answers:

- https://holistics.io/blog/best-embedded-analytics-tools (41 answers)
- https://omni.co/articles/best-embedded-analytics-tools-2026 (37 answers)
- https://peliqan.io/blog/embedded-analytics-tools (35 answers)
- https://cube.dev/articles/best-embedded-analytics-platforms-2026 (34 answers)
- https://luzmo.com/blog/embedded-analytics-tools (29 answers)
- https://explo.co/blog/embedded-analytics-platforms (22 answers)
- https://zoho.com/analytics/insightshq/top-embedded-analytics-tools.html (22 answers)
- https://thoughtspot.com/data-trends/embedded-analytics/embedded-analytics-platform (20 answers)
- https://astrato.io/blog/embedded-bi-tools (17 answers)
- https://knowi.com/blog/best-embedded-analytics-tools-2025 (14 answers)

## Warned against

- Power BI Embedded: 11 of 27 labels negative. "Note that setting up true external multi-tenancy and matching your app's exact UI/UX in these legacy tools can be complex and expensive." (Gemini 3.5 Flash, scale prompt)
- Looker: 15 of 35 labels negative. "Avoid: Looker and Tableau unless you're already deeply invested in those ecosystems" (Kimi K2, paraphrase prompt)
- Microsoft Power BI Embedded: 12 of 24 labels negative. "Legacy BI tools repackaged as "embedded" (Tableau, Power BI, Looker, Qlik)" (DeepSeek V4 Flash, negative prompt)
- Tableau: 18 of 28 labels negative. "Don't use these for customer-facing embedded analytics unless you have a massive engineering budget" (DeepSeek V4 Flash, negative prompt)

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, October 2026 Edition, it-ai-index.com.