A practical tool for a question with no certain answer

What we are trying to do

AI discussions often collapse several different ideas into one frightening number. This tool separates exposure, automation pressure, augmentation upside and human advantage so a person can see where change may occur and what they can do next.

The site is intentionally lightweight. It does not require an account, does not ask for a name and calculates personal results in the browser.

How the work is maintained

The project team maintains the occupation index, scoring code and explanatory content. Model assumptions and formulas are published on the methodology page. Corrections should be evaluated against the dataset and model version rather than silently changing historical interpretations.

No claim on this site should be understood as individual career advice or a guaranteed forecast.

Our standards

We distinguish AI exposure from replacement probability, label baseline estimates, date material updates and avoid presenting model outputs as official statistics. The editorial policy explains these standards in more detail.