Methodology
How recommendation scoring works.
Each tool uses weighted answer dimensions and result profiles. The goal is to explain fit and trade-offs, not to fake certainty.
Customer Growth
Growth tools are scored on whether they improve the current revenue workflow without hiding ownership cost.
AdoptionLifecycle depthReportingAutomationAdmin burden
Security & IT
Security tools are scored on protection needs, ownership maturity, and the cost of operational complexity.
Threat depthControlComplianceResponse ownershipLow-admin fit
Team Operations
Operations tools are scored on whether they make work easier to run, not just easier to track.
CollaborationVisibilityGovernanceProcess clarityAdoption
Tech & Devices
Device decisions are scored against real workloads and day-to-day use instead of raw spec inflation.
PerformancePortabilityBatteryCreative workloadValue