# Dashboards and data visualization for small business buyers: what AI models recommend, October 2026

Gane Index, October 2026 Edition. Asked as "business intelligence and dashboard tool" and as "data visualization platform", six framings each, to fourteen models with search on, on behalf of a small B2B company. Page: https://www.gane.ai/index/gtm/gtm-data/dashboards-and-data-visualization/2026-10/smb

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/gtm/gtm-data/dashboards-and-data-visualization/smb/index.md

**Standing:** Microsoft Power BI leads with 37% of first choices; verdict contested. 57 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Microsoft Power BI](https://www.gane.ai/index/gtm/vendors/microsoft-power-bi/index.md) | 37% | 9% | 75 |
| 2 | [Looker Studio](https://www.gane.ai/index/gtm/vendors/looker-studio/index.md) | 35% | 3% | 66 |
| 3 | [Zoho Analytics](https://www.gane.ai/index/gtm/vendors/zoho-analytics/index.md) | 18% | 0% | 50 |
| 4 | [Metabase](https://www.gane.ai/index/gtm/vendors/metabase/index.md) | 9% | 7% | 58 |
| 50 | [Domo](https://www.gane.ai/index/gtm/vendors/domo/index.md) | 0% | 67% | 12 |
| 52 | [Sisense](https://www.gane.ai/index/gtm/vendors/sisense/index.md) | 0% | 100% | 10 |
| 53 | [Tableau](https://www.gane.ai/index/gtm/vendors/tableau/index.md) | 0% | 59% | 51 |
| 54 | [Looker](https://www.gane.ai/index/gtm/vendors/looker/index.md) | 0% | 78% | 23 |

Rank is by share of first choices among all 54 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: Looker Studio, Microsoft Power BI; alternatives Metabase, Tableau, Tableau Public
- GPT-5.4 mini: Microsoft Power BI; alternatives Looker Studio, Metabase
- Gemini 3.5 Flash: Databox; alternatives HubSpot, Looker Studio, Metabase
- Perplexity Sonar: Zoho Analytics; alternatives Databox, Microsoft Power BI
- Grok 4.20: Microsoft Power BI; alternatives Looker Studio, Zoho Analytics
- Mistral Small: Zoho Analytics; alternatives Geckoboard
- DeepSeek V4 Flash: Zoho Analytics; alternatives Looker Studio, Microsoft Power BI
- Llama 4 Maverick: Zoho Analytics
- Qwen 3.7 Flash: Looker Studio, Microsoft Power BI; alternatives Metabase, Zoho Analytics
- Kimi K2: Microsoft Power BI, Zoho Analytics; alternatives Looker Studio
- GLM 4.7 FlashX: Zoho Analytics; alternatives Metabase, Microsoft Power BI
- MiniMax M2.5: Microsoft Power BI, Zoho Analytics; alternatives Grow
- GPT-6 Luna: Microsoft Power BI; alternatives Looker Studio, Metabase
- Muse Glimmer 30B: Metabase; alternatives Looker Studio, Microsoft Power BI

## Sources the answers cite

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

- coefficient.io: 31 answers, 33 citations
- zoho.com: 27 answers, 52 citations
- domo.com: 19 answers, 22 citations
- viasocket.com: 17 answers, 25 citations
- zite.com: 17 answers, 21 citations
- medium.com: 17 answers, 17 citations
- fanruan.com: 16 answers, 19 citations
- dupple.com: 16 answers, 17 citations

Pages named in the most answers:

- https://coefficient.io/bi-tools-for-small-business (27 answers)
- https://zite.com/blog/best-dashboard-software-for-small-business (17 answers)
- https://thedigitalprojectmanager.com/tools/business-intelligence-tools (16 answers)
- https://medium.com/doublecloud-insights/bi-platforms-comparison-top-10-best-business-intelligence-tools-2024-2389dcda104e (15 answers)
- https://ovaledge.com/blog/business-intelligence-tools (15 answers)
- https://dupple.com/blog/top-business-intelligence-tools (13 answers)
- https://holistics.io/blog/business-intelligence-bi-tools (13 answers)
- https://moldstud.com/articles/p-best-business-intelligence-tools-for-small-businesses (13 answers)
- https://axis-intelligence.com/best-business-reporting-tools-2025-bi-tools (12 answers)
- https://zapier.com/blog/business-intelligence-software (12 answers)

## Warned against

- Looker: 18 of 23 labels negative. "Why to avoid/be cautious: Looker is a highly sophisticated, developer-centric platform... If you do not have a dedicated data engineering team, Looker will quickly become unusable." (Gemini 3.5 Flash, negative prompt)
- Tableau: 30 of 51 labels negative. "Enterprise-Grade BI Tools to Avoid ... Tableau | • Starts at $75/user/month ... Overkill for most small-business use cases" (GLM 4.7 FlashX, negative prompt)
- Sisense: 10 of 10 labels negative. "Enterprise platforms from Qlik, Sisense, and Looker typically require custom quotes and annual contracts that start in the tens of thousands" (Claude Haiku 4.5, negative prompt)
- Domo: 8 of 12 labels negative. "should avoid enterprise BI tools such as ... Sisense, and Domo, as they are too expensive and complex for small businesses" (Llama 4 Maverick, negative prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Microsoft Power BI at 37%.

- Zoho Analytics: 27% to 20%, −7. Inside the floor by 4 points · rank 3 of 49, unchanged.
- Metabase: 4% to 8%, +4. Inside the floor by 7 points · rank 4 of 49, unchanged.
- Tableau: 2% to 0%, −2. Inside the floor by 9 points · rank 5 → 48 of 49.
- Microsoft Power BI: 36% to 37%, +1. Inside the floor by 10 points · rank 1 of 49, unchanged.
- Looker Studio: 32% to 33%, +1. Inside the floor by 10 points · rank 2 of 49, unchanged.
- ThoughtSpot: 0% to 0%, ±0. Inside the floor by 11 points · rank 47 → 36 of 49.
- Qlik Sense: 0% to 0%, ±0. Inside the floor by 11 points · rank 51 → 42 of 49.
- Domo: 0% to 0%, ±0. Inside the floor by 11 points · rank 52 → 45 of 49.
- Sisense: 0% to 0%, ±0. Inside the floor by 11 points · rank 53 → 47 of 49.
- Looker: 0% to 0%, ±0. Inside the floor by 11 points · rank 54 → 49 of 49.

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, October 2026 Edition, www.gane.ai/index/gtm.