Hard vs Soft AI ROI: Why Developer Productivity is a Trap
Demographic: cfo-investor
When engineering leaders pitch AI initiatives to the Board, they typically rely on "Soft ROI" metrics—claiming that AI tools will "save developers 30% of their time." However, if headcount doesn't decrease and product velocity doesn't increase, that 30% time savings does not translate into Hard ROI (P&L impact).
The Soft ROI Liability
Boards are increasingly rejecting AI capital requests based purely on "productivity." To secure funding, engineering leaders must shift to Hard ROI: attributing AI adoption directly to decreased cloud costs, deferred headcount hires, or demonstrably faster time-to-market for revenue-generating features.
Explore Corporate Diagnostics