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After ‘Tokenmaxxing’, Token Spend Has Become The New Metric To Watch

Forbes contributor Tim Keary argues the tokenmaxxing push has flipped into cost discipline: with CFOs and boards watching, firms now track token spend per engineer and blend premium and cheaper models instead of maximizing usage.

Published 2026-07-10Source: Forbes

Why it matters

The piece puts numbers on the shift: 58% of organizations now monitor deployment costs, up from 3% in 2023, and Gartner expects AI coding costs to top the average developer's salary by 2028. Measuring spend is table stakes.

Tokenmaxxing read

Best detail for spend-watchers: Vaudit says it audited $34M of token spend and found $1.7M in billing errors — the meters themselves are noisy. With Nvidia's Jensen Huang floating $200K per engineer per quarter, a few points of billing slop is real money.

Source takeaway

Tim Keary (Forbes) gathers the operators' consensus: LogicMonitor's Karthik Sj warns 'tokenmaxxing doesn't mean token usefulness,' while Lucidworks CEO Mike Sinoway says billing visibility is now the priority — 'nobody wants a surprise bill.'

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