AI-Native Founder Playbookv1.0.2

A first-time founder has a concept for an AI-powered SaaS tool. They use this skill to systematically validate problem-solution fit through customer discovery, stage-gate analysis, and structured experiments before building anything.

A technical founder has identified a market need but struggles with scope creep. The skill provides workflows to define the narrowest viable product, prioritize features using wedge-first experiments, and avoid AI-generated technical debt.

A startup team has early PMF signals and needs to plan a repeatable launch. The skill guides them through production readiness, GTM experiments, and founder-independent operations to move from founder-driven to scalable growth.

A growing startup is transitioning from SMB to enterprise customers. The skill helps them assess moat defensibility, data flywheel health, and enterprise trust requirements while automating workflows to free the founder from daily operations.

Recurring revenue from monthly or annual subscriptions for access to AI-native software. The skill helps identify pricing experiments, retention metrics, and expansion levers.

Customers pay per API call, query, or token consumed. The skill advises on usage threshold experiments and customer acquisition loops to drive adoption.

Two-sided marketplace connecting AI tool creators and users. The skill provides frameworks for workflow lock-in and growth loops (e.g., referral, content marketing).