Finance Teams Move To Rein In AI Costs As Token Spend Jumps 20-Fold

The Common Question

How do companies track and control AI spending across providers?

The Lesson in This Case

AI token spend has jumped 20.7 times across Ramp's customer base since June 2025, and finance chiefs are moving to rein it in rather than let usage run unchecked. Analyzing 110 trillion tokens across more than 1,300 businesses, Ramp found the average company could trim about 12% of its monthly AI bill, while 33% learned that cheaper models did equivalent work. The risk is concrete: at one firm, a single overlooked "Fast Mode" setting drove six times the normal spend in a week. So 43% of surveyed CFOs now rank real-time budget reallocation as their top agentic-AI priority, a turn CloudZero sums up as the end of running AI on monthly invoices alone.

Originally reported by PYMNTS.com. Read the full story here.