Sigmadax, reliability-focused market research

Dependable analysis of software and markets

Custom research, industry reports, and software advisory with a focus on reliability, data ownership, and operational maturity. Everything we publish is checked and documented.

9,855
Reports
116
Industries
68,058
Software best lists

Software advice

Tool comparisons with an ops lens

Best Lists that weigh uptime history, SLAs, export paths, and deployment control alongside features.

Browse all 68,058 best lists

Market data

Industry reports and market data

Access market research across key industry verticals. Available for instant download or as part of our custom research services.

View all topics

Professional services

Research and advisory for operational buyers

Custom research, industry reports, and software advisory assessed for reliability, SLAs, and data ownership — so you know what happens on the worst day, not just the demo day.

Explore all services

Methodology

How we check before we publish

Each figure is labelled by how much corroborating signal it carried through review — a transparency signal, not a legal warranty. Bands follow a steady target mix: about 70% Verified, 15% Directional, and 15% Single source.

  1. 1

    Human-led sourcing

    Analysts pull data from primary sources — official statistics, vendor documentation, status histories. Humans decide what enters the pipeline.

  2. 2

    Reliability verification

    We cross-check claims across sources and models, and test operational claims where possible: SLAs against published terms, export paths against documentation, uptime claims against status history.

  3. 3

    Editorial approval

    An editor reviews sourcing and operational assessment and makes the final call. Only checked material is published.

Confidence bands across published figures

~70% Verified

~15% Directional

~15% Single source

About Sigmadax

The people behind the data

Independent market research focused on reliability, data ownership, and operational maturity. Every statistic and recommendation is checked and documented before it reaches you.

Full team profiles

Got questions?

Frequently asked questions

Everything you need to know about our market research and software advisory