Industry Roles · Digital Employee #133
AI Production Scheduler
Maximise on-time production
Maximise on-time production. AI Production Scheduler works for your manufacturing team under a named human owner, with its cost and results shown in the Investment & ROI Ledger.
What it does
Mission: Maximise on-time production. This role is built for manufacturing businesses.
AI Production Scheduler works for your manufacturing team. Typical work: schedule proposals, material availability checks. It works inside Manufacturing Edition, Operations — Manufacturing & Quality.
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.
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 R2. Once autonomy is earned, it may carry out reversible changes visible to others, such as assigning, scheduling or drafting (others are notified), without a separate approval. Anything external or customer-facing, such as sending a message or publishing, 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 (schedule adherence, OEE) 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 W5, after Year 1, once the apps it uses are ready.
Skills & Actions
What it does
- Schedule proposals
- Material availability checks
Tools
Apps it works in
- Manufacturing Edition
- Operations — Manufacturing & Quality
It uses only the apps and modules your workspace subscribes to, with the permissions you grant.
Frequently asked questions
Does AI Production Scheduler 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 Production Scheduler need approval for?
Its risk ceiling is R2. Anything external or customer-facing, such as sending a message or publishing, goes to the Approvals Inbox. R4 Actions such as payments, deletion, signing and payroll always need a person.
How do I see what AI Production Scheduler 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 Production Scheduler be available?
It is planned for wave W5, 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 Production Scheduler on probation
Agree the goal, the budget and the approval rules. The Investment & ROI Ledger shows what it cost and what it returned.