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‘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.

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People, judgement and the changing nature of work.AI illustration by KeyNews
The KeyNews take

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 know
  1. Real-world token usage significantly exceeds initial enterprise projections

  2. Silicon Valley software maker case study reveals tokenomics challenges

  3. Ecommerce company navigating unexpected compute cost inflation

  4. Broader implications for AI total cost of ownership and business model viability

  5. 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.”
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