What problem does it solve? Founders face complex tradeoffs where every decision affects cash, customers, operations, people, and risk simultaneously. This Skill turns a business objective into an evidence-backed, constraint-checked action portfolio instead of a gut-feel choice. ## Core Features & Use Cases - Constraint-Aware Optimization: Ranks options by risk-adjusted expected value, confidence, time-to-value, and reversibility while rejecting any option that breaches hard constraints. - Context-Adaptive Analysis: Adapts its method to the company's business archetype, industry profile, stage, maturity, and jurisdictions before recommending actions. - Decision & Learning Records: Produces structured plans with owners, approvals, monitoring cadences, stop/scale conditions, and expected-versus-actual calibration. - Use Case: A founder asks how to improve margins without exceeding cash or capacity limits; the Skill compares at least three feasible options against the counterfactual, simulates downside cases in the Digital Twin, and routes material commitments to the named approver. ## Quick Start Use outcome optimization to recommend the best action plan for improving our gross margin this quarter without exceeding our cash, risk, or hiring capacity limits.
