Everything on Metrics & KPIs

Token consumption is no longer a valid metric for AI success. High usage often correlates with inefficiency rather than productivity, making it a directionless stat for business value.

Impact: Shifting to value-based metrics allows finance and engineering leaders to align AI spend with actual business outcomes, improving ROI justification.

— from AI Model Economics and Sustainable Engineering Practices · Dev Interrupted· Jun 12, 2026