‘Pretty Crazy’ Token Usage Is Testing Bosses’ Bet on AI
Token usage is 8x higher than expected. Here's why your AI cost projections are already broken.

Why it matters
As companies deploy Claude and other LLMs at scale, token consumption is dramatically outpacing initial projections—forcing CFOs and CTOs to rethink AI ROI economics and vendor strategy.
The key facts
5 to knowReal-world token usage significantly exceeds initial enterprise projections
Silicon Valley software maker case study reveals tokenomics challenges
Ecommerce company navigating unexpected compute cost inflation
Broader implications for AI total cost of ownership and business model viability
Emerging 'tokenomics' challenge reshaping AI deployment economics
Go to the source
Wired AIwired.com
Publisher excerpt: A Silicon Valley software maker and an ecommerce company reveal to WIRED how they are navigating the emerging challenge of “tokenomics.”