
What a product manager costs, and what replacing one actually costs
Things we changed in our own operation, with the delta reported. Including the ones that saved nothing.
7 min readWe research, write, and talk about how AI is reshaping knowledge jobs — what to do tomorrow to stay in demand, and what actually worked (and what didn't) when we built our own products.

Every job here, broken into tasks. Each one scored for AI exposure and costed three ways — human, AI-assisted, AI-replaced. Every page closes with the directional moves that keep your role in demand.
Missing your role? Tell us and we’ll add it in the order people ask.
How work is changing, what to do about it, and what we learned running our own experiments.

Things we changed in our own operation, with the delta reported. Including the ones that saved nothing.
7 min read
Logged across three months of real product work. The negative results are the interesting half.
9 min read
A real document on screen, held against the 2024 version of the same thing. What’s no longer acceptable.
10 min readIf you prefer watching to reading.

Things we changed in our own operation, with the delta reported. Including the ones that saved nothing.
Your role vs AI · in production


Still Employed is a media project about how AI is reshaping knowledge work. Its weekly articles and videos examine real jobs task by task — what’s changing, what it costs, and how to stay in demand.
Why we built Still Employed →What’s shifting in your role and what to do about it — costed, checked, and in your inbox weekly.