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

Gane Index, November 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/2026-11/smb

**Standing:** Microsoft Power BI leads with 46% of first choices; verdict clear leader. 59 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) | 46% | 8% | 74 |
| 2 | [Looker Studio](https://www.gane.ai/index/gtm/vendors/looker-studio/index.md) | 22% | 3% | 70 |
| 3 | [Metabase](https://www.gane.ai/index/gtm/vendors/metabase/index.md) | 19% | 2% | 55 |
| 4 | [Zoho Analytics](https://www.gane.ai/index/gtm/vendors/zoho-analytics/index.md) | 12% | 2% | 49 |
| 6 | [Databox](https://www.gane.ai/index/gtm/vendors/databox/index.md) | 0% | 0% | 16 |
| 54 | [Qlik Sense](https://www.gane.ai/index/gtm/vendors/qlik-sense/index.md) | 0% | 48% | 23 |
| 62 | [Domo](https://www.gane.ai/index/gtm/vendors/domo/index.md) | 0% | 57% | 14 |
| 63 | [Looker](https://www.gane.ai/index/gtm/vendors/looker/index.md) | 0% | 59% | 17 |
| 67 | [Tableau](https://www.gane.ai/index/gtm/vendors/tableau/index.md) | 0% | 51% | 55 |

Rank is by share of first choices among all 67 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, Metabase; alternatives Microsoft Power BI, Tableau
- GPT-5.4 mini: Microsoft Power BI; alternatives Metabase, Tableau
- Gemini 3.5 Flash: Metabase; alternatives Baremetrics, ChartMogul, Databox, Looker Studio
- Perplexity Sonar: Zoho Analytics; alternatives Databox, Looker Studio, Metabase, Microsoft Power BI
- Grok 4.20: Microsoft Power BI; alternatives Metabase, Tableau, Zoho Analytics
- Mistral Small: Microsoft Power BI; alternatives Databox, Looker Studio, Metabase
- DeepSeek V4 Flash: Microsoft Power BI; alternatives Databox, HubSpot, Looker Studio, Zoho Analytics
- Llama 4 Maverick: Zoho Analytics; alternatives FineBI, Looker Studio, Microsoft Power BI
- Qwen 3.7 Flash: Looker Studio, Microsoft Power BI; alternatives Databox, Geckoboard, Metabase
- Kimi K2: Metabase, Microsoft Power BI; alternatives Looker Studio, Zoho Analytics
- GLM 4.7 FlashX: Microsoft Power BI, Zoho Analytics; alternatives Looker Studio, Metabase
- MiniMax M2.5: Microsoft Power BI; alternatives Domo, Looker Studio, Metabase, Zoho Analytics
- GPT-6 Luna: Metabase; alternatives Looker Studio, Microsoft Power BI
- Muse Glimmer 30B: Zoho Analytics; alternatives Looker Studio, Metabase, Microsoft Power BI

## Sources the answers cite

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

- basedash.com: 33 answers, 45 citations
- softwareadvice.com: 27 answers, 32 citations
- ajelix.com: 26 answers, 29 citations
- zapier.com: 24 answers, 24 citations
- coefficient.io: 21 answers, 21 citations
- toolradar.com: 16 answers, 20 citations
- dev.to: 15 answers, 17 citations
- softwaresuggest.com: 15 answers, 15 citations

Pages named in the most answers:

- https://ajelix.com/bi/business-intelligence-tools-for-small-business (24 answers)
- https://zapier.com/blog/business-intelligence-software (24 answers)
- https://coefficient.io/bi-tools-for-small-business (20 answers)
- https://softwareadvice.com/bi (19 answers)
- https://basedash.com/blog/best-dashboard-software-for-small-businesses-compared-2026 (17 answers)
- https://softwaresuggest.com/blog/best-bi-tools-for-small-businesses (15 answers)
- https://basedash.com/blog/how-to-choose-a-bi-tool-for-a-small-business (13 answers)
- https://dev.to/vivekdraxlr/how-to-choose-a-bi-tool-for-a-small-team-without-regretting-it-in-six-months-3cm5 (12 answers)
- https://toolradar.com/guides/best-business-intelligence-tools (12 answers)
- https://devtechnosys.com/insights/business-intelligence-tools (9 answers)

## Warned against

- Tableau: 28 of 55 labels negative. "Enterprise-grade BI tools like Tableau, Looker (Google), Qlik, and Sisense are often ones small businesses ... should avoid or approach with caution" (Grok 4.20, negative prompt)
- Looker: 10 of 17 labels negative. "Buying Enterprise Tableau or Enterprise Looker too early: ... these tools are often too rigid and costly for a 30-person company." (Gemini 3.5 Flash, scale prompt)
- Microsoft Power BI: 6 of 74 labels negative. "Power BI is overkill for 95% of small e-commerce stores (under $2M revenue)." (Muse Glimmer 30B, negative prompt)
- Qlik Sense: 11 of 23 labels negative. "pricing and setup complexity make it unsuitable for most small ops without dedicated resources" (Grok 4.20, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Microsoft Power BI at 46%.

- Looker Studio: 35% to 22%, −13. Cleared the floor by 2 points · rank 2 of 67, unchanged.
- Metabase: 9% to 19%, +10. Inside the floor by 1 point · rank 4 → 3 of 67.
- Microsoft Power BI: 37% to 46%, +9. Inside the floor by 2 points · rank 1 of 67, unchanged.
- Zoho Analytics: 18% to 12%, −6. Inside the floor by 5 points · rank 3 → 4 of 67.
- Databox: 2% to 0%, −2. Inside the floor by 9 points · rank 5 → 6 of 67.
- Qlik Sense: 0% to 0%, ±0. Inside the floor by 11 points · rank 49 → 54 of 67.
- Sisense: 0% to 0%, ±0. Inside the floor by 11 points · rank 52 → 55 of 67.
- Domo: 0% to 0%, ±0. Inside the floor by 11 points · rank 50 → 62 of 67.
- Looker: 0% to 0%, ±0. Inside the floor by 11 points · rank 54 → 63 of 67.
- Tableau: 0% to 0%, ±0. Inside the floor by 11 points · rank 53 → 67 of 67.

## Record

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