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AI Deep DiveNo. 399

If tokens are basically free, why is the frontier still rationed?

Business Analytics Newsletter

· 9 min read

Why AI Is Getting Cheaper and More Expensive at the Exact Same Time

Illustration for If tokens are basically free, why is the frontier still rationed?

What You’ll Learn From This Edition

  • Why the standard “Jevons Paradox” explanation of AI economics, though correct, hides the more important half of the story

  • A simple way to sort any AI expense into “commodity tier” or “frontier tier,” and why that split matters more than the sticker price

  • Why labs give intelligence away for free and ration it at the same time, and why that isn’t a contradiction

  • Where competitive moats and investment returns will actually concentrate as the bottom of the market commoditizes

  • A durable mental model for correctly reading every future “AI costs are collapsing” headline

Table of Contents

  1. Executive Summary

  2. Deep Dive in One Sentence

  3. Why This Topic Matters Now

  4. The Big Question

  5. The Conventional Narrative

  6. What’s Really Happening

  7. The Economics Behind the Shift

  8. Winners and Losers

  9. Second-Order Effects

  10. Strategic Implications

  11. Mental Model of the Week

  12. Key Takeaways

  13. Closing Thought

Executive Summary

  • Per-token AI prices have fallen roughly 1,000x in three years, yet enterprise AI spending has roughly tripled over a similar window, the pattern most people now correctly label the Jevons Paradox.

  • That label is true but incomplete. It treats “AI” as one commodity on one price curve, when the market has split into two curves moving in opposite directions.

  • Yesterday’s frontier capability is racing toward zero cost. This year’s frontier barely deflates and is often rationed outright rather than discounted.

  • This bifurcation, not the aggregate price collapse, is what actually determines where value and advantage accumulate in AI markets.

  • Most organizations are budgeting, building, and investing as if AI has one price. It has two.

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