How Comparlify Scores Platforms
We don't publish arbitrary star ratings. Every score is derived from a 5-pillar mathematical weighting model backed by real-world pricing simulations and data sovereignty audits.
The 5-Pillar Score Formula
(Features × 0.30) +
(Value × 0.25) +
(Sovereignty × 0.15) +
(UX × 0.15) +
(Integrations × 0.15)
] × 20
All individual pillar scores are evaluated on a 0.0 to 5.0 scale using empirical verification metrics. The final weighted sum is scaled to 100 for intuitive decision-making.
The 5 Evaluation Pillars
Every platform in our database is independently audited across these five criteria.
Core Features & Depth
Evaluates native functionality, workflow automation capabilities, email deliverability, video hosting, and system uptime reliability.
Value & Margin ROI
Measures pricing predictability, transaction fees, tier limits, and true net revenue retained per 10,000 subscribers.
Data & Code Sovereignty
Assesses database exportability (CSV/JSON), self-hosting support, custom code/CSS freedom, and exit lock-in risk.
Ease of Use & UX
Audits editor response speed, dashboard UX elegance, onboarding friction, and reader-facing interface quality.
Ecosystem & Integrations
Tests REST API depth, Zapier/Make webhooks, app marketplace maturity, and third-party developer extensibility.