# Sigma: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 10 judge labels across 3 categories by 8 of 14 models. Page: https://www.gane.ai/index/it/vendors/sigma

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Embedded analytics](https://www.gane.ai/index/it/it-data/embedded-analytics/index.md) | 0% | 20 | 0% | 7 |
| [ETL and ELT](https://www.gane.ai/index/it/it-data/etl-and-elt/index.md) | 0% | 42 | 0% | 2 |
| [Insider risk management](https://www.gane.ai/index/it/security/insider-risk-management/index.md) | 0% | 70 | 0% | 1 |

## What the models said for it

- "Worth evaluating if customers need spreadsheet-like exploration and your data is already in a cloud warehouse" (GPT-6 Luna, Embedded analytics)
- "Particularly effective for finance, operations, and other spreadsheet-oriented users" (Perplexity Sonar, Embedded analytics)
- "Sigma is best for mid-market SaaS products that want a turnkey embedded solution" (Claude Haiku 4.5, Embedded analytics)
- "evaluate Sigma if you want richer customer self-service" (GPT-6 Luna, Embedded analytics)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| 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 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 3 | 0 | 0 | 3 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Sigma, from 19 of the 20 answers that named it (only the models that return a source list).

### Domains cited

- qrvey.com: 8
- omni.co: 7
- holistics.io: 6
- datatako.com: 5
- learn.microsoft.com: 5
- mammoth.io: 5
- softwareadvice.com: 5
- zoho.com: 5
- g2.com: 4
- selecthub.com: 4

### Pages cited

- https://qrvey.com/blog/best-embedded-analytics-tools: 8
- https://omni.co/articles/best-embedded-analytics-tools-2026: 6
- https://datatako.com/blog/best-embedded-analytics-platforms-2026: 5
- https://holistics.io/blog/best-embedded-analytics-tools: 5
- https://mammoth.io/blog/embedded-analytics-tools: 5
- https://softwareadvice.com/embedded-analytics: 5
- https://selecthub.com/c/embedded-analytics-tools: 4
- https://zoho.com/analytics/insightshq/top-embedded-analytics-tools.html: 4

## In its own words

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

- Positioning: The AI runtime for business (https://sigmacomputing.com/)
- For: teams (https://sigmacomputing.com/)
- Free plan or trial: Free Trial (https://sigmacomputing.com/)
- Certifications: SOC 2 Type II, HIPAA, GDPR
- Customers named: Bilt, Affirm, DoorDash, Workato, Blackstone, Flogistix, Vanta, Conagra

## 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.