# Embedded analytics for enterprise buyers: 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 an enterprise 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/enterprise/

**Standing:** GoodData leads with 16% 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 | GoodData | 16% | 3% | 33 |
| 2 | Sisense | 13% | 22% | 40 |
| 3 | Embeddable | 11% | 0% | 20 |
| 4 | Microsoft Power BI Embedded | 11% | 34% | 32 |
| 5 | Looker | 11% | 35% | 43 |
| 6 | Qrvey | 5% | 0% | 18 |
| 7 | Power BI Embedded | 5% | 25% | 28 |
| 8 | Omni | 5% | 0% | 10 |
| 9 | Domo Everywhere | 4% | 26% | 19 |
| 10 | ThoughtSpot Embedded | 2% | 34% | 38 |
| 11 | Sigma | 2% | 58% | 12 |
| 12 | Tableau | 2% | 59% | 29 |

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

- Claude Haiku 4.5: Omni; alternatives Embeddable, Looker, Microsoft Power BI Embedded, Tableau
- GPT-5.4 mini: Sisense, Tableau; alternatives Databrain, Domo Everywhere, Qlik
- Gemini 3.5 Flash: Qrvey; alternatives Embeddable, GoodData, Luzmo
- Perplexity Sonar: GoodData; alternatives Cube, Domo Everywhere, Power BI Embedded, ThoughtSpot Embedded
- Grok 4.1 Fast: GoodData; alternatives Looker, Sisense
- Mistral Small: GoodData; alternatives Amazon QuickSight, Explo, ThoughtSpot Embedded
- DeepSeek V4 Flash: GoodData, Sisense; alternatives Google Looker, Logi Symphony, Microsoft Power BI Embedded, ThoughtSpot Embedded
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Microsoft Power BI Embedded; alternatives Explo, Looker, Qlik Sense Embedded, Tableau Embedded Analytics
- Kimi K2: Looker, Sisense; alternatives Microsoft Power BI Embedded, Tableau, ThoughtSpot Embedded
- GLM 4.7 FlashX: GoodData, Sisense; alternatives Embeddable, Looker, Luzmo, Power BI Embedded
- MiniMax M2.5: Holistics; alternatives GoodData, Sisense
- GPT-6 Luna: Sisense; alternatives Looker, Power BI Embedded, Sigma, ThoughtSpot Embedded
- Muse Glimmer 30B: GoodData; alternatives Looker Embedded, Power BI Embedded, Tableau Embedded Analytics, ThoughtSpot Embedded

## Sources the answers cite

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

- omni.co: 49 answers, 67 citations
- holistics.io: 45 answers, 57 citations
- embeddable.com: 37 answers, 63 citations
- zoho.com: 37 answers, 47 citations
- luzmo.com: 37 answers, 46 citations
- peliqan.io: 31 answers, 31 citations
- cube.dev: 30 answers, 44 citations
- sisense.com: 27 answers, 31 citations

Pages named in the most answers:

- https://omni.co/articles/best-embedded-analytics-tools-2026 (47 answers)
- https://holistics.io/blog/best-embedded-analytics-tools (38 answers)
- https://peliqan.io/blog/embedded-analytics-tools (31 answers)
- https://zoho.com/analytics/insightshq/top-embedded-analytics-tools.html (29 answers)
- https://cube.dev/articles/best-embedded-analytics-platforms-2026 (27 answers)
- https://luzmo.com/blog/embedded-analytics-tools (18 answers)
- https://knowi.com/blog/best-embedded-analytics-tools-2025 (17 answers)
- https://domo.com/learn/article/embedded-analytics-tools (16 answers)
- https://g2.com/categories/embedded-business-intelligence (16 answers)
- https://embeddable.com/blog/top-embedded-analytics-platforms-for-user-facing-analytics (15 answers)

## Warned against

- Tableau: 17 of 29 labels negative. "Avoid: Per-user priced solutions (Tableau, standard Power BI Pro) - costs become unpredictable and excessive" (Kimi K2, budget prompt)
- Looker: 15 of 43 labels negative. "When it comes to customer-facing analytics for multi-tenant SaaS companies, Looker falls short." (Muse Glimmer 30B, negative prompt)
- Microsoft Power BI Embedded: 11 of 32 labels negative. "Avoid or heavily scrutinize legacy BI tools (Looker, Tableau, Power BI, Sigma, ThoughtSpot)" (GLM 4.7 FlashX, negative prompt)
- ThoughtSpot Embedded: 13 of 38 labels negative. "Looker, Tableau, Power BI Embedded, ThoughtSpot and Sigma as internal-first tools with iframe embedding" (Muse Glimmer 30B, 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.