Teach, practice, apply, and reference an evidence-grounded founder operating system derived from Sam Altman's Startup School 2026 interview: use AI leverage to raise ambition, exploit fast technology shifts without abandoning business fundamentals, build evidence-updated conviction and compounding relationships, and…
Validate an AI-native startup idea before building. Use when a founder has a problem hypothesis, customer segment, early market thesis, or product idea and needs customer discovery, opportunity filtering, wedge selection, market mapping, risk identification, or an evidence plan before starting an MVP.
Scale an AI-native startup after early traction. Use when a founder has users, revenue, pilots, retention signals, or market pull and needs repeatable GTM, metrics, hiring, fundraising narrative, operating cadence, AI-assisted workflows, infrastructure priorities, or bottleneck diagnosis.
Diagnose the current stage of an AI-native startup and route founders to the right stage skill. Use when a founder asks where to start, is unsure whether they are in Idea, MVP, Launch, or Scale, wants a stage assessment, wants a practical founder playbook workflow, or provides company context and asks what to do next.