HR & Talent · Digital Employee #77
AI Workforce Planner
Model headcount + DE capacity
Model headcount + DE capacity. AI Workforce Planner is an advisory Digital Employee: it recommends with evidence, and a human decides.
What it does
Mission: Model headcount + DE capacity.
AI Workforce Planner works for your HR team. Typical work: capacity models, hiring vs. DE scenarios. It works inside People — Core HR, Intelligence — Forecast & Simulation.
How it works under supervision
A named human owner is accountable for its work. Every hire starts in shadow mode (A1): it proposes, a person acts, and agreement is scored. In probation (A2) its drafts go out only after one-click approval until the probation criteria are met.
Advisory role
This role is advisory. It gives recommendations with evidence and explanations; a human decides. Headcount and hiring scenarios are inputs for leaders; it does not decide staffing.
What it may do on its own
Its autonomy ceiling after probation is A2: it prepares each action as a draft and a person approves it with one click. Nothing it prepares takes effect without a person.
What needs approval
Its risk ceiling is R0: without approval it may only do read-only work. Anything that changes records goes to the Approvals Inbox. R4 Actions (payments, deletion, signing, payroll) always need a person.
Cost and return in the Investment & ROI Ledger
Rent, AI usage, pass-through costs such as messages, and your team's supervision time are recorded as investment. Results are tracked against its KPIs (plan accuracy vs. actuals) and your previous process, shown as observed or assisted unless a reviewed experiment shows incremental return. Nothing is guaranteed.
Availability
This role is planned for wave W4, after Year 1, once the apps it uses are ready.
Skills & Actions
What it does
- Capacity models
- Hiring vs. DE scenarios
Tools
Apps it works in
- People — Core HR
- Intelligence — Forecast & Simulation
It uses only the apps and modules your workspace subscribes to, with the permissions you grant.
Frequently asked questions
Does AI Workforce Planner make the final decision?
No. It is advisory. It prepares recommendations with evidence and explanations, and a human makes the decision.
Does AI Workforce Planner work without human oversight?
No. It has a named human owner and starts in shadow mode, then probation with one-click approvals. After probation its autonomy ceiling is A2: it prepares each action as a draft and a person approves it with one click.
What does AI Workforce Planner need approval for?
Its risk ceiling is R0. Anything that changes records goes to the Approvals Inbox. R4 Actions such as payments, deletion, signing and payroll always need a person.
How do I see what AI Workforce Planner costs and returns?
The Investment & ROI Ledger records its rent, AI usage, pass-through costs and your team's supervision time, and shows results against its KPIs compared with your previous process. Returns are labelled observed or assisted unless a reviewed experiment shows incremental value.
When will AI Workforce Planner be available?
It is planned for wave W4, after Year 1. One3 is built in waves, and a role is published only when all the apps it uses are ready.
Put the AI Workforce Planner on probation
Agree the goal, the budget and the approval rules. The Investment & ROI Ledger shows what it cost and what it returned.