Why we exist

The AI conversation is broken. One side says every job is about to disappear. The other says nothing will change. Both are wrong, and both are unhelpful.

The truth is specific and measurable. AI doesn't replace jobs. It replaces tasks. A financial analyst who spends 60% of their time on data aggregation faces a different reality than one who spends 60% of their time advising clients. Same job title. Completely different risk profile.

What we know

The U.S. Department of Labor maintains O*NET, a database of over 900 occupations broken down by individual tasks. Each task has measurable attributes: how much of it involves routine cognitive work, how much requires physical presence, how much depends on interpersonal judgment.

Pew Research Center has published extensive data on AI exposure across the American workforce. The Anthropic Economic Index has measured which tasks current AI systems can actually perform, not hypothetically, but in practice.

None of this data is secret. But almost nobody is making it accessible at the individual level.

Two blind spots

The positive blind spot: People in high-risk roles who assume their job is safe because it has always existed. Job titles persist long after the tasks underneath them change.

The negative blind spot: People who catastrophize about AI taking their job when their actual task breakdown shows low exposure. Fear without data leads to bad career decisions.

What we do

We pull your actual job tasks from federal labor data. We ask how you spend your time across those tasks. We calculate which specific parts of your work are most exposed to AI automation, where you have natural resilience, and how your AI adoption compares to peers in similar roles.

The result is a personalized risk profile scored on two axes: how exposed your work is, and how prepared you are.

What we don't do

We don't predict the future. We don't sell fear. We don't claim to know exactly when or whether AI will affect your specific position.

We measure what's measurable today and give you a clear picture of where you stand. What you do with that information is up to you.