Generative AI Fundamentals Map
Map/Compute hardware/Wave 2

Hardware cost per token

Chips, memory and serving that make each token cheaper to produce.

capabilityBuilt today Open on the map →

Facts

Lane
Compute hardware
Wave
2 of 12 (build order, not a date)
Needs
1 boxes all the way back through hard links
Unlocks
3 boxes downstream through hard links
Leverage
None: already built
Cluster
Around datacentre capex

Evidence as of October 2026

State of AI 2026 finds the fall in the price of a fixed capability is driven as much by algorithms and distillation as by cheaper chips, so hardware is only part of the story.

  1. 01State of AI 2026: business

Around it

Needs · 1
Unlocks · 3

Brakes

Works against this box

Loops and off-ramps