# Sigma: how AI models rank it, October 2026

IT AI Recommendation Index, October 2026 Edition. Named in 14 judge labels across 2 categories by 9 of 14 models. Page: https://it-ai-index.com/vendors/sigma/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Embedded analytics | 2% | 12 | 31% | 13 |
| Insider risk management | 0% | 70 | 0% | 1 |

## What the models said for it

- "Want customers to explore warehouse data in a spreadsheet-like UI? Start with Sigma." (GPT-6 Luna, Embedded analytics)
- "I'd start with Sigma for a polished, warehouse-backed customer experience" (GPT-6 Luna, Embedded analytics)
- "Spreadsheet‑fluent customers (finance, ops, sales‑ops) ... higher cost if you have many users" (GLM 4.7 FlashX, Embedded analytics)
- "Choose Sigma if your users are comfortable with a spreadsheet-like workflow." (Perplexity Sonar, Embedded analytics)

## And against it

- "Sigma — better for internal use than customer-facing embed, with iframe-only embedding and partial white-labeling." (Perplexity Sonar, Embedded analytics)
- "Legacy BI architecture; embedding was an afterthought, not designed for customer-facing use" (GLM 4.7 FlashX, Embedded analytics)
- "Be Cautious With Legacy/Internal BI Tools Repurposed for Embedding" (Grok 4.20, Embedded analytics)
- "Sigma has user complaints about slow loading." (DeepSeek V4 Flash, Embedded analytics)

## 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, SSO & SCIM
- 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://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, October 2026 Edition, it-ai-index.com.