A public guide to AI and work
See what AI is actually doing to your occupation and your community.
Look up your job or where you live, or explore the national picture. Every number comes from public data.
Start with a search
Public data on AI and the labor market, in one place.
AIDisruption.fyi shows how much of your work AI already does, and where it’s headed. Look up an occupation or a community, see which tasks are being automated today, then explore scenarios for how exposure could change over the next 10 years. Built on public data, so you can see what’s shifting instead of guessing.
Occupations
How much of my job can AI do?
Search any job title to see how much of its work AI already handles, and how much more it could.
Look up a job →
Community
How exposed is where I live?
Enter a city, county or ZIP to see how exposed local jobs are and how tough the local job market is right now.
Look up a place →
National Pulse
What is happening across the country?
Business AI use, layoffs that cite AI, and hiring for recent graduates, updated as new data comes in.
See the indicators →
Scenarios
New
What if AI adoption speeds up?
Speed adoption up or slow it down and see which jobs and places feel it first.
Try a scenario →
On the Substack
Slavery Was America’s Biggest Asset. Who Owns the Next One?
Dan’s new writing lives on Substack — this piece traces how owned labor shaped 1860s politics, and what the parallel means for AI today.
