Everything on Performance Measurement

High token consumption does not correlate with business impact; value is determined by outcomes, not volume. Frameworks like APEX measure AI leverage at the pull request level, focusing on predictability and developer experience.

Impact: Adopting outcome-based metrics enables leaders to demonstrate tangible AI value, justify investments, and avoid vanity metrics that obscure true engineering productivity.

— from AI Pricing Shifts, Security Risks, and Efficiency Metrics · Dev Interrupted· May 01, 2026