Index › IT › Products › Sigma · November 2026 Edition
3 categories · Ranked

Sigma

Sigma is an analytics and business intelligence product that lets teams work with data stored in cloud data warehouses such as Snowflake and Databricks through a spreadsheet-like interface and dashboards · sigmacomputing.com ↗

#20Best rank (mid-market)
10/14Models named it
1First choices
0Warnings
November 2026 Edition · all company sizes counted.
Ranked inEmbedded analytics #20 mid-marketETL and ELT #42Insider risk management #70
What AI models recommend in embedded analytics

Read the same way at every company size.

The standing depends on who is buying. Every model is asked the same questions for each company size.

Why models recommend it

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

What gives them pause

No model argued against it.

Also on the shortlist

The products named in the same answers as Sigma, over the 20 answers that named it, and how often each was the first choice instead.

A side-by-side page exists where both products are among a category's top eight.

At a glance

Stated on Sigma's own site, not checked by Gane.

For
teams
Free plan or trial
Free Trial
Certifications
SOC 2 Type II, HIPAA, GDPR
Customers named
Bilt, Affirm, DoorDash, Workato, Blackstone, Flogistix, Vanta, Conagra
Visit sigmacomputing.com ↗

How this is measured

Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.

Gane sells AI visibility software. No company can pay to change a result.

Read the method →

Sources returned with these answers

The sites and pages the answers that named Sigma came back with. A fact about retrieval, not a cause of the answer.

Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 19 of the 20 answers that named Sigma and are not a share of its labels.

Domains cited

qrvey.com8
omni.co7
holistics.io6
datatako.com5
learn.microsoft.com5
mammoth.io5
softwareadvice.com5
zoho.com5
g2.com4
selecthub.com4

Fifty-four of the fifty-four domain citations in answers naming Sigma came from a third party's page.

Pages cited

Pages are listed as the models cited them.

By model

How each model answered on Sigma across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ModelFirst choiceAlternativeMentionWarningLabels
Claude Haiku 4.501001
GPT-5.4 mini01001
Gemini 3.5 Flash00000
Perplexity Sonar01001
Grok 4.2000101
Mistral Small00000
DeepSeek V4 Flash00101
Llama 4 Maverick00000
Qwen 3.7 Flash00000
Kimi K200000
GLM 4.7 FlashX00101
MiniMax M2.500000
GPT-6 Luna03003
Muse Glimmer 30B00101

What it publishes

Addresses on sigmacomputing.com
5,276
subdomains included
Content
1,486
counted in the table below
Documentation
3,601
Product · Integration
37 · 59
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Blog892112026-09-29Observability
Webinar or virtual event20902025-03-13
Case study10822026-09-10
News or press9612026-08-06
Comparison6132026-08-25
Conference or event5502026-05-01
Report or ebook3702025-10-02
Glossary or explainer2332026-09-25
Template or tool4undated
Podcast or video102020-06-12

Most recent

Events in person

Announced as of September 28, 2026
The twelve months before September 28, 2026

As the event pages on sigmacomputing.com state them, read September 28, 2026.

How it is countedHide how it is counted

Every page sigmacomputing.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.