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AI change, grounded in work

Plan AI change.
Start with
the actual work.

Understand what AI could change across your roles and tasks — then decide what to explore with your team.

Public research to explore today.
Organization analyses by conversation; workspace in development.

Your own work? Explore the invitation pilot ↗
WORK, IN DETAIL

PUBLIC ROLE EXAMPLE · 13-1071.00

Human Resources Specialists

01

3 of 26 tasks · Shortened titles · Study capability, not adoption.

Open the tasks, class meanings and sources
10 public roles to explore
Task by task. Sources you can inspect.

O*NET OCCUPATIONS + PUBLIC AI RESEARCH
Not a prediction of job loss.

A clearer starting point
for decisions about work.

See how it works
01 / THE WORK

Start with tasks.

A job title hides a lot of different work. Open the role and see the activities inside it.

02 / THE EVIDENCE

See what research says.

Inspect technical capability, observed AI use and source limitations as separate signals.

03 / YOUR CONTEXT

Choose what to examine.

Bring in your workflows, constraints and human responsibilities before deciding what changes.

Find a familiar role.
Look a little closer.

All 10 public roles

For your own work

Your work goes beyond a job title.

Join the invitation pilot to explore your own tasks. Your code includes the analysis in exchange for short product feedback.

No code? You can join the waitlist.