See where AI changes the work, task by task.
Browse the roles available now and inspect how AI may change the work task by task. The logic stays visible, not hidden behind a black-box score.
Inside every role page
Impact. Tasks. Evidence.
Understand a role quickly without losing the reasoning. Each page is built to answer what changes, why it changes, and what sources support the signal.
Work impacted by AI at the top
See how much of the work in a role is likely to change with AI.
Task list and evidence detail
Inspect role, work area, task, and source evidence in one path.
Visible evidence and methods
Source coverage stays visible on each role page without making the first visit feel like a documentation portal.
Impact
Low → High
Grain
Per task
Proof
Visible
How it works
Three questions for every task
We assess each task in a role across three dimensions to determine how it might change with AI.
1
Can AI do it?
Is this work structured, digital, and repeatable enough for current AI?
2
Must a human be responsible?
Does this task require human accountability, sign-off, or regulatory compliance?
3
Do people prefer a human?
Would people rather have a person handling this work — even if AI could?
What makes this different
Transparent, not black-box
Every claim is traceable. You can always see how we arrived at a conclusion.
Every task assessment can be expanded to show why we think it might change — including the specific factors we considered.
All data comes from public government occupational databases. Sources are cited on every role page.
The public preview starts narrow: a reviewed role batch, clear source coverage, and a simple request path for roles that should come next.
This is not a prediction of job loss. It's a structured analysis of which tasks in a role may change and why that signal appears.
Browse roles
Start with a focused role set
The public preview opens with reviewed HR, L&D, finance, support, project work, and operations roles. Browse the directory first, then open a role page to inspect its task-level evidence.
Roles
10
Focused public role pages available now.
Tasks
213
Task statements in the public roles available now.
Next step
Open the role directory
Search and scan roles before requesting anything.
For organizations
Go beyond public role benchmarks
The free product shows the public role graph. The next layer is mapping your own job architecture, workflows, and approval points against it.
Public
Explore benchmark roles and tasks
Internal
Map your own role and workflow structure
Decision support
Understand where work-change signals appear