AI Workforce Economics
The organizational failure to measure whether AI tools are actually increasing engineering productivity or merely increasing output volume without improving business outcomes.
The Pain Point
You bought 500 Copilot licenses at $19/seat/month. Lines of code went up 40%. Revenue per engineer stayed flat. Pull request volume increased but deployment frequency did not. You are paying for activity, not productivity.
Operational Context & Enforcement
Engineering Leverage
Mastering Engineering Leverage is critical to resolving AI Workforce Economics. Without it, your organization will continue to misallocate capital and engineering capacity.
Read The FrameworkMitigate Productivity Theater
Measuring AI tool ROI by output volume rather than business outcomes creates a false sense of improvement while masking declining engineering leverage ratios.
Exogram CapabilityRelated Canonical Specifications
The R&D Ponzi Scheme
The R&D Ponzi Scheme is the systemic masking of growing software maintenance liabilities behind inflated velocity metrics and new feature launches.
DORA Metrics Financial Translation
DORA Metrics Financial Translation is the process of converting engineering performance data into financial liability metrics to justify infrastructure investments to the CFO.