From idea to revenue: a five-stage AI commercial workflow
Direct answer
A reliable idea-to-revenue workflow follows validate-before-spend: research gathers checkable signals, design locks the plan, build ships a runnable artifact, launch reaches customers, and operate sustains conversion. An AI team can execute the loop; humans should approve the stakes.
The five-stage spine
Research: demand and competitor evidence. Design: scope and plan. Build: runnable artifact. Launch: channels and go-live assets. Operate: retention, conversion, iteration. VSSQ scenarios organize roles and tasks on this spine.
Why validate-before-build beats code-first
Solo founders have scarce time and credits. Building without evidence burns the dearest resources on the wrong bet. Stage one should gate: continue only if the founder confirms.
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