Occupation profile
Select an occupation
Choose an occupation from the list to see its task breakdown, task bundles, AI-OS ratings, and likely future role direction.
AI-OS Occupation Atlas
Search an occupation. See the tasks inside it.
AI does not transform jobs evenly. It compresses some tasks, assists others, raises proof burdens, and leaves some forms of judgment, trust, and accountability more important than before.
This public tool provides a first-pass AI-OS interpretation of occupations as bundles of tasks. It is designed to move beyond crude “jobs at risk” claims and toward work redesign.
Public profile depth
Public occupation profiles show eight representative tasks and a high-level AI-OS interpretation. The full AI-OS analysis goes much deeper, including a validated task register, AI mode classification, Decision Compass governance scoring, proof-burden assessment, residual effort modeling, and role rebundling.
Next layer
From public profile to full AI-OS analysis
The public atlas is deliberately compressed. A full AI-OS diagnostic would validate local work, expand the task register, classify permitted AI use, score governance risk, identify proof burden, estimate residual effort, and rebundle work into future roles.