Can't Prove ROI
"We're spending $100K–$2M/year on AI tools and can't answer the board: is this investment paying off?" CTOs get asked this question and literally can't answer. A majority of leaders expect velocity gains, yet almost none actually measure impact.
- 1.1No cost tracking per session, project, or developer
- 1.2Token spend invisible — cache hits unmeasured
- 1.3Can't correlate AI usage with shipped outcomes
- 1.4Board asks "is it paying off?" — no data to answer