Why it matters
Coding is where token spend scales fastest — agents loop, retry, and reread context on every task. If a developer's tooling outruns their pay, the build-vs-buy math for AI-assisted engineering shifts and finance starts auditing every seat.
Tokenmaxxing read
Gartner's own fix is governance, not abstinence: 23% of leaders already spend $200–$500 per developer monthly, so route cheap models to boilerplate and save frontier agents for work that earns it. Tyagi warns devs optimize for speed, so build the cap into the platform.
Source takeaway
It's a Gartner forecast — directional and self-interested, since they sell the governance frameworks they say you need. The hard data point is the standout: 6% of orgs already top $2,000 per developer monthly on coding tokens.
