Most market analysis is produced by the people it benefits. We publish evidence-based research where every conclusion can be traced to documented sources, every claim is classified, and every limitation is disclosed.
Evidence Classifier Demo
A repeatable, inspectable workflow designed to keep criteria fixed before conclusions are drawn.
01
Identify market signals, public documentation, and practitioner evidence that reveal a research-worthy question.
02
Define evaluation criteria and weights before any provider or subject is assessed. Criteria fixed before conclusions.
03
Apply criteria consistently across sources. Every claim is classified as Verified Proof, Unverified Assertion, or Proof Gap.
04
Release reports with research question, criteria, sources, limitations, disclosure, and an open correction pathway.
A sample quality-fit ranking from our Enterprise Software category benchmark. Scores reflect documented evidence, not vendor narratives.
Sample Category Quality-Fit Ranking
| Provider | Score |
|---|---|
| Platform A | 94/100 |
| Platform B | 81/100 |
| Platform C | 67/100 |
Named disciplines help readers understand our coverage scope and current capacity.
Verify vendor capability claims against public documentation and independent evidence.
Map market demand, search signals, and practitioner discussion to identify research gaps.
Score trust and accountability signals across providers using standardized criteria.
Build reusable proof criteria for emerging and rapidly shifting categories.
7
Evidence classes
4
Active categories
0
Pay-to-rank arrangements
100%
Documented methodology
Eight non-negotiable standards that govern everything we publish.
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