Adoption & ROI
Not how much AI is used — how well it's used, what that's worth, and how fast good practice is spreading across the workforce. Quality-weighted, so abandoned or reworked output never counts as value.
The headline a Head of AI reports upward — value delivered, return on spend, upskilling, and the quality leakage quantity-only dashboards hide. Every figure is quality-weighted. Dig into any number in the other tabs.
Quality-weighted value
$185k
2,180 quality-hrs · this month
Return on AI spend
4.4×
$185k value on $42.0k tool cost
Workforce upskilled
56%15 pts
16 shared skills · adopted ≥1
Quality leakage
26%
780 hrs of output not counted