Sourced, not scared

Will AI replace your job?

No scare score. No secret sauce. Just the honest map, and the stuff that's already yours.

    No scare score · No sales pitch · No accounts needed

    Sourced, not assumed

    Every classification traces to named, dated research: never a guess dressed up as a stat.

    [source]

    Gaps stay visible

    Where the map has no coverage yet, your chart says so. Out loud, not hidden.

    [uncharted]

    A real first step

    Each suggestion comes with a real first step you can take today, sized in minutes, and linked to something that actually exists.

    [first step]
    What we won't say. We'll never call anything "AI-proof," promise you a job, or hand you a made-up fit score. Where studies disagree about how a task is shifting, we show the disagreement instead of picking a side for you.

    Or browse what we've charted

    Every role we have a sourced task breakdown for. Pick one and we'll go straight to your chart.