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The AI-Product Metrics Marriage: A Framework Built from Industry Success Stories

  • The article discusses a systematic disconnect between technical AI success and product success, highlighting three key reasons for this gap.
  • A five-step framework is proposed to bridge the technical-product gap, emphasizing outcome-focused questions, interconnected metrics in three tiers, and the importance of predictive and confirmatory metrics.
  • Successful AI product teams are found to use integrated dashboards, rigorous experimentation, and structured frameworks to improve both technical and business metrics.
  • The article concludes with insights on industry best practices and a practical roadmap for aspiring AI Product Managers to follow in bridging the technical-product gap effectively.

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