# Dashboards and data visualization: what AI models recommend, September 2026

Gane Index, September 2026 Edition. Asked as "business intelligence and dashboard tool" and as "data visualization platform", six framings each, to six frontier models with search on, on behalf of a mid-market B2B software company. Page: https://www.gane.ai/index/gtm/gtm-data/dashboards-and-data-visualization/2026-09-expanded

This is the permanent record of the September 2026 Edition, published September 9, 2026 and superseded since. The current standing: https://www.gane.ai/index/gtm/gtm-data/dashboards-and-data-visualization/index.md

**Standing:** Microsoft Power BI leads with 56% of first choices; verdict clear leader. 25 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) | 56% | 15% | 34 |
| 2 | [Sigma](https://www.gane.ai/index/gtm/vendors/sigma/index.md) | 20% | 0% | 14 |
| 3 | [Looker Studio](https://www.gane.ai/index/gtm/vendors/looker-studio/index.md) | 12% | 10% | 10 |
| 4 | [Metabase](https://www.gane.ai/index/gtm/vendors/metabase/index.md) | 4% | 4% | 23 |
| 5 | [Looker](https://www.gane.ai/index/gtm/vendors/looker/index.md) | 4% | 19% | 27 |
| 7 | [Tableau](https://www.gane.ai/index/gtm/vendors/tableau/index.md) | 0% | 24% | 29 |
| 8 | [Qlik Sense](https://www.gane.ai/index/gtm/vendors/qlik-sense/index.md) | 0% | 9% | 11 |
| 9 | [ThoughtSpot](https://www.gane.ai/index/gtm/vendors/thoughtspot/index.md) | 0% | 9% | 11 |

Rank is by share of first choices among all 42 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 Opus 5: Microsoft Power BI, Omni, Sigma; alternatives Metabase
- Claude Opus 4.8: Looker, Microsoft Power BI; alternatives Metabase, Sigma, Tableau
- GPT-6 Astra: Sigma; alternatives Looker, Microsoft Power BI
- GPT-5.6 Sol: Sigma; alternatives Looker, Metabase, Microsoft Power BI
- Gemini 3.1 Pro: Sigma; alternatives Lightdash, Looker, Metabase, Microsoft Power BI
- Perplexity Sonar Pro: Microsoft Power BI; alternatives Looker, Power BI Embedded, Tableau

## Sources the answers cite

30 of 36 answers came back with a source list, from 6 of 6 models. Sites named in the most answers:

- microsoft.com: 13 answers, 15 citations
- metabase.com: 11 answers, 12 citations
- cloud.google.com: 10 answers, 11 citations
- holistics.io: 9 answers, 10 citations
- improvado.io: 9 answers, 9 citations
- toolradar.com: 8 answers, 11 citations
- selecthub.com: 8 answers, 9 citations
- tableau.com: 8 answers, 8 citations

Pages named in the most answers:

- https://microsoft.com/en-us/power-platform/products/power-bi/pricing (7 answers)
- https://ovaledge.com/blog/business-intelligence-tools (7 answers)
- https://selecthub.com/c/business-intelligence-tools (7 answers)
- https://improvado.io/blog/looker-vs-tableau-vs-power-bi (6 answers)
- https://metabase.com/pricing?use_case=ea (6 answers)
- https://cloud.google.com/looker/pricing (5 answers)
- https://toolradar.com/guides/best-business-intelligence-tools (5 answers)
- https://dawiso.com/glossary/power-bi-vs-tableau-vs-looker (4 answers)
- https://holistics.io/blog/business-intelligence-bi-tools (4 answers)
- https://mu-sigma.com/blogs/looker-vs-power-bi-vs-tableau-the-ultimate-guide (4 answers)

## Warned against

- Tableau: 7 of 29 labels negative. "Avoid Tableau if you just need basic operational reporting, simple dashboards" (Gemini 3.1 Pro, negative prompt)
- Microsoft Power BI: 5 of 34 labels negative. "DAX has a notoriously steep learning curve, and users frequently complain that Microsoft's AI "Copilots" often hallucinate subtly incorrect DAX formulas" (Gemini 3.1 Pro, negative prompt)
- Domo: 4 of 7 labels negative. "Avoid Domo if you need predictable annual software costs or if you are a small-to-midsize business." (Gemini 3.1 Pro, negative prompt)
- IBM Cognos: 3 of 3 labels negative. "IBM Cognos Analytics 12.0.x standard support ends September 30, 2026... Avoid these specific versions for greenfield projects." (GPT-5.6 Sol, negative prompt)

## Record

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