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How to Measure AI Value

Towards Data Science / 3/20/2026

💬 OpinionIdeas & Deep Analysis

Key Points

  • Efficiency is an important but incomplete measure of AI value, requiring broader metrics to capture true impact.
  • AI value should be assessed through outcomes such as decision quality, customer impact, and alignment with business goals, not just efficiency gains.
  • A practical measurement approach combines quantitative ROI with qualitative indicators and governance/risk considerations.
  • The article argues for a structured framework to measure AI value that goes beyond surface-level performance improvements.

While efficiency is an important source of AI value, it is only part of the picture

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