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Inference economics

How falling token costs redraw where value sits in the stack, and what we revise when they fall again.

The falling floor

Every six months the price of a token falls by half, sometimes faster. o4's launch cut reasoning-grade inference forty percent overnight.[1] When the engine gets cheap the profit pool does not vanish, it migrates: away from raw model access, toward whoever owns the defensible layer above it.

Where the margin goes

The margin re-forms around workflow: orchestration, evaluation, and the tool loops that agents run in production.[2] Compute-heavy regions with cheap power set the floor, and grid economics[3] quietly become AI economics.

How we track it

The desk maintains a price-per-token series across six providers, revised whenever list prices move. When a change crosses a threshold, dependent pages get flagged for revision, this page first of all.

  1. OpenAI o4 launch pricing (Apr 2026)
  2. AFS dispatch: The coming collapse of the generic AI wrapper
  3. AFS wiki: Indonesia LNG and the grid
Revised 24 Apr 2026 · rev. 5
24 Apr 2026Inference economics: added the o4 pricing shift and a fresh margin table.