The Pinhole View of AI Value

Beyond headcount reduction: Four hidden sources of AI value creation

Labor replacement captures only one dimension of AI's economic impact. By expanding service capacity, accelerating revenue timing, deferring costs, and creating new market options, AI-augmented teams unlock value that pure headcount math misses—and often unlocks it faster than cost-cutting alone.

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Questions this essay answers

  • What sources of AI value matter beyond replacing engineers?
  • How do I measure AI's impact when it expands revenue instead of cutting costs?
  • What optionality does AI create that justifies investment beyond salary savings?
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