The Thinking  /  The Ledger  /  Reading 02
02 Technological × Financial #

The price of machine intelligence has fallen about 10x a year, while enterprises' AI costs are growing exponentially.

$60 → $6 → $0.06
Cost per million tokens, same performance (2021 → 2023 → 2024) — ~1,000× cheaper in three years.
$1.7bn → $37bn
Enterprise AI spend, 2023 → 2025 (~22×). Unit price collapses; total spend explodes as usage surges.
The reading — and its limits The curve is per-token for equivalent performance — the falling price of a fixed capability, not the cost of any one task. Spend estimates vary by scope across analysts; Menlo's ~$37bn generative-AI figure is not the same as broader all-AI estimates and shouldn't be added to them.

Method Cost curve from a16z “LLMflation” + Epoch AI (reproducible, published code); enterprise spend from Menlo Ventures' 2025 report (named).

Computed 22 June 2026

This reading is one entry in The Ledger — the open, computed record of the reset: primary sources, method shown, growing. Every reading is kept at a permanent address, built to be cited.

← The Ledger — the full record