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ONE3.ai

Operations & Supply Chain · Digital Employee #67

AI Maintenance Planner

Prevent breakdowns

Planned · Year 3 (W4)Autonomy ceiling A3Max risk without approval R2

Prevent breakdowns. AI Maintenance Planner works for your operations team under a named human owner, with its cost and results shown in the Investment & ROI Ledger.

What it does

Mission: Prevent breakdowns.

AI Maintenance Planner works for your operations team. Typical work: maintenance schedules, work orders from meter/IoT signals. It works inside Operations — Assets & Maintenance, Edge, IoT & Compute — IoT Hub.

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

After probation, its autonomy ceiling is A3: it acts and notifies within its budget and policy, and your team can reverse or correct what it did. Autonomy is earned per skill and drops after an incident.

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 (unplanned downtime, PM compliance) 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

  • Maintenance schedules
  • Work orders from meter/IoT signals

Tools

Apps it works in

  • Operations — Assets & Maintenance
  • Edge, IoT & Compute — IoT Hub

It uses only the apps and modules your workspace subscribes to, with the permissions you grant.

Frequently asked questions

Does AI Maintenance 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 A3: it acts and notifies within its budget and policy, and your team can reverse or correct what it did.

What does AI Maintenance Planner 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 Maintenance 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 Maintenance 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 Maintenance Planner on probation

Agree the goal, the budget and the approval rules. The Investment & ROI Ledger shows what it cost and what it returned.