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AI Coding Assistant Cost Management — Clarity Today

Topic

AI Coding Assistant Cost Management

Measuring, forecasting and optimizing spend on AI coding assistants as a variable, usage-metered cost rather than a fixed per-seat subscription.

Current clusters

product1 distinct publisher

The AI coding bill stopped counting seats, and the number leadership wants isn't in any console

Assistant billing has moved onto credits and tokens, so headcount no longer predicts spend. The harder part: no vendor dashboard can produce a cross-tool cost per developer.

Publishers:devops.com

Reality

Evidence27
Adoption31
Hype gap+16
Incentives44

Confidence34