METHODOLOGY

EVIDENCE · TESTING · REVIEW

HOW WE REVIEW / RESEARCH WORKFLOW

Every conclusion should reveal its evidence trail.

Our process separates product claims from verified capability, then connects that capability to real workflows, operational constraints, and clearly stated limitations.

review.pipeline● DOCUMENTED

01: define decision

02: collect evidence

03: test + challenge

04: technical review

05: publish limits

STEP 01

Start with the decision—not the vendor.

We define the reader, workflow, required outcomes, architecture, constraints, and evaluation dimensions before examining product positioning.

STEP 02

Build an evidence set.

Evidence may include product documentation, repositories, release notes, security material, pricing terms, controlled setup, hands-on testing, benchmark runs, and vendor clarification. Marketing claims are treated as claims until independently supported.

STEP 03

Test the conditions behind each recommendation.

We examine where a tool works, where it creates operational cost, how deployment models change the answer, and which teams should not choose it.

STEP 04

Technical review and limitation check.

Material claims, commands, integrations, versions, benchmark environments, and conclusions receive an additional review. Unknowns and unresolved issues are retained rather than smoothed over.

VENDOR PARTICIPATION

Factual input is welcome. Editorial control is not transferred.

Vendors may flag factual errors or provide access. They cannot purchase a score, remove supported criticism, or approve conclusions before publication.