What it is
A disclosure standard, from the same family as working-time rules and health and safety reporting. Organisations already publish output, adoption and headcount. This adds what those figures leave out: how much time people have, whether anyone is still being trained and hired, who did the work, what had to be redone, and who got hurt.
How it works
Three building blocks, borrowed from the way carbon reporting is built. Five principles set the rules. Six conditions are what every organisation discloses, identical in every sector. Sector annexes show what those conditions look like in one industry’s own numbers.
Why we need it
What gets counted gets protected, and right now AI’s ledger counts only the gains. The costs land on people (less time, fewer junior roles, sign-offs nobody has time to check) and stay invisible until they are too big to fix. Insurers and rating agencies already measure some of this, and keep the results to themselves.
How it eases the disruption
Disruption hurts most when its costs show up late. A graduate intake that quietly stopped, or a review step that became a rubber stamp, is cheap to fix in year one and very expensive in year five. Published every year, the same six numbers give workers, boards, investors and regulators an early warning, and minimum floors stop the race to the bottom before it starts.