What problem does it solve? Founders and operators often scale spending without knowing whether each customer is profitable, leading to cash burn and failed growth. This Skill provides a structured workflow to calculate and interpret unit economics so you can validate business model viability before scaling. ## Core Features & Use Cases - Metric Calculation: Computes fully-loaded CAC, cohort-based LTV, contribution margin, LTV/CAC ratio, and payback period with templates for each business model. - Cohort & Channel Analysis: Tracks retention curves by acquisition month and compares profitability across channels to identify where to invest or cut spend. - Decision Framework: Maps metric combinations to concrete recommendations (stop, optimize, scale, aggressive scale) with benchmarks for SaaS, e-commerce, marketplace, freemium, and enterprise models. - Use Case: A SaaS founder with $20k monthly marketing spend and 100 new customers uses this Skill to compute a $200 CAC, $1,600 LTV, and 2.5-month payback, concluding the economics support aggressive scaling. ## Quick Start Analyze the unit economics of my subscription business with $100 monthly ARPU, 5% monthly churn, 80% gross margin, and $200 customer acquisition cost.