Workforce Transition
Deploy AI to free your people, not to cut them — and protect the things that walk out the door. The headcount-times-salary savings line prices the replaceable part of what your people do and ignores the rest. This playbook is about the rest: care, commitment, and the institutional knowledge that doesn't survive a restructuring.
The workforce playbook
Four principles for deploying AI in a way that makes your people more valuable, not less — and keeps the things that actually run your business from walking out the door.
Deploy to free, not to cut
The savings-line pitch starts with headcount times salary. This starts with friction times frequency — and the number it produces is not a layoff, it is a week given back to the people you already have.
The twenty minutes after a layoff
Whether people stay is decided in real time. The meeting two days after a layoff — what happens in the next twenty minutes decides whether your best people stay or start updating their profiles.
Redirect the recovered time — or lose it
Phase 4 of the 12-week program is the phase most businesses skip. Recovered time that does not get explicitly redirected gets reabsorbed by Slack, meetings, and busywork. The value disappears.
The half-life of institutional knowledge
For a ten-year-old business at the $20–50M scale, the half-life is two to three years. Half of what makes your business work is not written down anywhere, and accelerating that loss is the risk no savings slide prices.
Want to run the workforce transition right?
The 12-Week Program builds the redirect phase in — so the recovered time actually goes somewhere.
From Running at the Speed of Light, Chapter Six · Prometheus Press