Copilot ROI Forecaster

Vendors sell "Lines of Code Generated". You buy "Net Revenue Retention". Calculate how raw generative AI velocity is violently degraded by code review bottlenecks and Vibe Coding Debt.

Diagnostic Interceptor

Are you bleeding $58K/engineer/year in hidden AI maintenance costs?

Vibe coding creates technical debt. AI hallucinations cause 19% slower reviews. Stop the margin collapse before your CFO asks for the Copilot ROI.

41% AI Code

29% Trust

58K/yr Debt

Take the AI Economics Diagnostic Audit →View Advisory Retainers

Enter Email to Continue

Enter your email to access Copilot ROI Forecaster results.

Zero spam. Just high-leverage insights for product leaders.