Updated
Updated · CNBC · Jul 9
Palo Alto CEO Says AI Token Costs Must Drop 90% for Enterprise Adoption
Updated
Updated · CNBC · Jul 9

Palo Alto CEO Says AI Token Costs Must Drop 90% for Enterprise Adoption

3 articles · Updated · CNBC · Jul 9

Summary

  • Nikesh Arora said AI token costs need to fall about 90% within two years for large-scale enterprise adoption, arguing OpenAI’s 54% gain in token efficiency is only a start.
  • Current pricing is straining corporate AI budgets and making tools harder to deploy broadly, he said, with costs needing to fall to roughly 20% of today’s level within 12 months.
  • That pressure is pushing some businesses toward cheaper open-weight models, including Chinese offerings that Arora said are rapidly narrowing the gap with U.S. labs.
  • The warning lands as AI infrastructure spending keeps climbing — SpaceX raised $25 billion last month and Amazon this week sold $25 billion in debt — even as executives argue efficiency gains should eventually rationalize costs.

Insights

With AI spending hitting trillions, will token costs truly drop or is this the new, expensive reality for businesses?
Major AI labs are skipping cost-transparency talks. Can the industry fix the 'token trap' without them on board?