# Embedded analytics for small business 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 a small 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/smb/

**Standing:** Metabase leads with 46% of first choices; verdict clear leader. 50 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Metabase | 46% | 11% | 56 |
| 2 | Luzmo | 12% | 10% | 39 |
| 3 | Draxlr | 8% | 0% | 13 |
| 4 | Explo | 6% | 8% | 12 |
| 5 | Zoho Analytics | 4% | 4% | 25 |
| 6 | Qrvey | 4% | 7% | 15 |
| 7 | Embeddable | 2% | 0% | 16 |
| 8 | Reveal BI | 2% | 0% | 11 |
| 9 | Holistics | 2% | 8% | 12 |
| 10 | GoodData | 2% | 64% | 11 |
| 11 | Power BI Embedded | 0% | 50% | 30 |
| 12 | ThoughtSpot Embedded | 0% | 55% | 20 |

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

- Claude Haiku 4.5: no first choice
- GPT-5.4 mini: Metabase; alternatives Sisense
- Gemini 3.5 Flash: Embeddable; alternatives Luzmo, Metabase, Omni
- Perplexity Sonar: Zoho Analytics; alternatives Bold BI, Cube, Reveal BI
- Grok 4.1 Fast: Metabase; alternatives Bold BI, Luzmo, Power BI Embedded, Zoho Analytics
- Mistral Small: Metabase; alternatives Domo Everywhere, Knowi, Zoho Analytics
- DeepSeek V4 Flash: Reveal BI; alternatives Luzmo, Zoho Analytics
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: GoodData, Metabase; alternatives Lightdash, Sisense, Superset
- Kimi K2: Zoho Analytics; alternatives Draxlr, Explo, Reveal BI
- GLM 4.7 FlashX: Luzmo; alternatives Holistics, Metabase, Qrvey, Zoho Analytics
- MiniMax M2.5: Metabase; alternatives Grow, Luzmo, Power BI Embedded
- GPT-6 Luna: Metabase; alternatives Embeddable
- Muse Glimmer 30B: Metabase; alternatives Luzmo, Omni, Reveal BI, Zoho Analytics

## Sources the answers cite

78 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
- luzmo.com: 42 answers, 62 citations
- omni.co: 40 answers, 49 citations
- embeddable.com: 38 answers, 63 citations
- zoho.com: 37 answers, 66 citations
- cube.dev: 36 answers, 37 citations
- thoughtspot.com: 28 answers, 36 citations
- querio.ai: 26 answers, 40 citations

Pages named in the most answers:

- https://holistics.io/blog/best-embedded-analytics-tools (40 answers)
- https://cube.dev/articles/best-embedded-analytics-platforms-2026 (34 answers)
- https://zoho.com/analytics/insightshq/top-embedded-analytics-tools.html (33 answers)
- https://omni.co/articles/best-embedded-analytics-tools-2026 (32 answers)
- https://luzmo.com/blog/embedded-analytics-tools (27 answers)
- https://embeddable.com/blog/embedded-analytics-pricing-and-benefit-comparison (25 answers)
- https://thoughtspot.com/data-trends/embedded-analytics/embedded-analytics-platform (24 answers)
- https://peliqan.io/blog/embedded-analytics-tools (23 answers)
- https://g2.com/categories/embedded-business-intelligence (21 answers)
- https://domo.com/learn/article/embedded-analytics-tools (19 answers)

## Warned against

- Looker: 20 of 27 labels negative. "Small businesses should avoid or be extremely cautious with enterprise-first platforms (Looker, Tableau, Power BI)" (Kimi K2, negative prompt)
- Tableau: 19 of 25 labels negative. "avoid legacy enterprise BI platforms (like Tableau, Power BI, and Looker) unless you are already deeply locked into their cloud ecosystems" (Gemini 3.5 Flash, scale prompt)
- Power BI Embedded: 15 of 30 labels negative. "Avoid per-viewer pricing. Tools like some enterprise BI platforms (Power BI Embedded, Looker, Tableau) charge per user/render" (DeepSeek V4 Flash, paraphrase prompt)
- ThoughtSpot Embedded: 11 of 20 labels negative. "Skip for now ... Sisense, ThoughtSpot — these are powerful but carry more implementation overhead and cost" (DeepSeek V4 Flash, scale 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.