# Sigma Computing: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 1 category by 3 of 14 models. Page: https://www.gane.ai/index/it/vendors/sigma-computing

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Embedded analytics](https://www.gane.ai/index/it/it-data/embedded-analytics/index.md) | 0% | 81 | 40% | 5 |

## What the models said for it

- "Best for Warehouse-Native & Tabular Ad-Hoc Analytics: Sigma Computing" (Gemini 3.5 Flash, Embedded analytics)

## And against it

- "get mixed reviews—strong in specific niches ... but can suffer from over-promising in demos" (Grok 4.20, Embedded analytics)
- "Direct querying can lead to increased data warehouse expenses" (Claude Haiku 4.5, Embedded analytics)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 1 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 2 | 1 | 3 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Sigma Computing, from 13 of the 15 answers that named it (only the models that return a source list).

### Domains cited

- techtarget.com: 7
- embeddable.com: 6
- omni.co: 6
- cube.dev: 4
- qrvey.com: 4
- querio.ai: 4
- upsolve.ai: 4
- astrato.io: 3
- basedash.com: 3
- holistics.io: 3

### Pages cited

- https://techtarget.com/news/Evaluate-8-of-the-top-embedded-analytics-tools/842843: 6
- https://omni.co/articles/best-embedded-analytics-tools-2026: 4
- https://qrvey.com/blog/best-embedded-analytics-tools: 4
- https://astrato.io/blog/embedded-bi-tools: 3
- https://cube.dev/articles/best-embedded-analytics-platforms-2026: 3
- https://peliqan.io/blog/embedded-analytics-tools: 3
- https://basedash.com/blog/best-embedded-analytics-platforms-compared-2026: 2
- https://embeddable.com/blog/disadvantages-of-embedded-analytics: 2

## In its own words

What Sigma Computing's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Sigma is the AI runtime for business. A governed platform where teams build and run AI apps and agents directly on live cloud warehouse data (Snowflake, Databricks, BigQuery, Redshift). (https://www.sigmacomputing.com/product/why-sigma)
- For: teams of all sizes (https://www.sigmacomputing.com/product/why-sigma)
- Free plan or trial: Free Trial (https://www.sigmacomputing.com/product/why-sigma)
- Integrations claimed: 4 (https://www.sigmacomputing.com/product/sigma-for-dashboards)
- Customers named: Seek Data, FalconX, Workato

## What it publishes

Every page sigmacomputing.com exposes, read 2026-09-29: 5276 addresses. By kind, pages and the last 90 days:

- blog: 892 pages, 11 in the last 90 days, latest 2026-09-29
- case study: 108 pages, 2 in the last 90 days, latest 2026-09-10
- webinar or virtual event: 209 pages, 0 in the last 90 days, latest 2025-03-13
- conference or event: 55 pages, 0 in the last 90 days, latest 2026-05-01
- report or ebook: 37 pages, 0 in the last 90 days, latest 2025-10-02
- comparison: 61 pages, 3 in the last 90 days, latest 2026-08-25
- template or tool: 4 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 23 pages, 3 in the last 90 days, latest 2026-09-25
- podcast or video: 1 pages, 0 in the last 90 days, latest 2020-06-12
- news or press: 96 pages, 1 in the last 90 days, latest 2026-08-06
- Recent: 2026-09-29 blog: Sigma agents enterprise scale https://www.sigmacomputing.com/blog/sigma-agents-enterprise-scale
- Recent: 2026-09-25 glossary or explainer: What is jev sigma motherduck https://www.sigmacomputing.com/blog/what-is-jev-sigma-motherduck
- Recent: 2026-09-24 blog: Data app https://www.sigmacomputing.com/blog/data-app
- Recent: 2026-09-24 glossary or explainer: What is data reporting https://www.sigmacomputing.com/blog/what-is-data-reporting
- Recent: 2026-09-24 glossary or explainer: What is operational reporting https://www.sigmacomputing.com/blog/what-is-operational-reporting
- Recent: 2026-09-22 blog: Spreadsheet governance https://www.sigmacomputing.com/blog/spreadsheet-governance

## Record

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