// token economics

All signals tagged with this topic

Jul 7

AI's Token Economy Hits Industrial Scale in 2026

The infrastructure for machine reasoning—measured in trillions of daily tokens—has matured into a capital-intensive, energy-dependent industry dominated by data centers and specialized storage vendors. Token throughput, not human users, now determines which companies control market value. Electricity and real estate have become the binding constraints on AI capability. This explains why energy megadeals and infrastructure investors now matter more than software companies in determining AI's trajectory.

theme-commerce pricing models token economics subscription mechanics

Jun 3

AI Companies Face Token Economics Reckoning

Source: Azeem Azhar, Exponential View

The analogy to gym memberships reveals a structural problem: AI vendors have pursued user acquisition through bundled pricing while usage patterns remain unpredictable. As token economics mature, vendors will consolidate around who can sustain low-frequency users via subscription and who must shift to pay-per-use models. That fragmentation will force enterprise buyers to manage multiple vendor relationships instead of unified platforms.