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AI Product Management 101 — Section 3: Rapid Prototyping

  • Learning whether your idea is Series-A-worthy entails asking strategic questions related to data uniqueness, legal aspects, performance, economics, reliability, scale, and support.
  • A proof of concept (PoC) must achieve specific outcomes and undergo various stages like setting success metrics, acquiring validation data, adding monitoring, and stress testing edge cases.
  • Validation checks help identify failing ideas, leading to a structured Hypothesis → Change → Measure → Decide → Repeat approach in rapid AI prototyping.
  • The next section will focus on transforming a prototype into a production-ready system with GitOps, feature stores, CI/CD, and safeguards to prevent technical debt.

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