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SAP AI Agent · PM · PP · Maintenance Configurable

Schedule SAP maintenance around production with governed AI agents.

Turn maintenance requests into SAP notifications and planned work orders, with the right equipment, task list, parts and priority. Then schedule the work around the production plan, so downtime hurts output as little as possible. Both planners approve.
  • Human-approved
  • ECC & S/4HANA
  • SOC 2 Type II
  • ISO 27001
Request · "Press 2 leaking hydraulic oil"example run
  1. 01Request readEmail from line supervisor with photoRead
  2. 02Equipment foundPRESS-02 · functional location 1000-L2-PR02Identified
  3. 03Work order proposedTask list HYD-SEAL · seal kit in stockPlanned
  4. 04Window foundWed 4 Nov 14:00–18:00 · changeoverApproval
  5. 05Release work orderWaits for both plannersOn hold

Design scenario · how the agent is configured to work

Triggered by
Maintenance request by email or form
Reads
Requests, equipment, task lists, plan
Validates against
Parts, history, production schedule
Writes to SAP
Notifications and orders after approval
Approved by
Maintenance and production planners
Runs on
SAP ECC · SAP S/4HANA

Why it matters

Maintenance and production plan in separate worlds.

Requests arrive by email and phone, and planners key them into SAP later. Work orders are scheduled without seeing the production plan, so machines go down at the worst time or maintenance is pushed until something breaks.

  • Intake

    Requests keyed by hand

    Emails and calls are retyped into notifications, often with the wrong equipment.Delays → Wrong history → Lost requests
  • Scheduling

    Downtime at the wrong time

    Work is scheduled without seeing what production planned.Lost output → Missed orders → Conflict
  • Readiness

    Parts missing on the day

    Technicians arrive without the parts the task needs.Wasted visits → Longer downtime → Rework

How it works

Read. Validate. Decide. Act.

The same four steps as every Artificio agent. The agent does the research and the paperwork; your teams make the decisions.

  1. 01 · Read

    Read the request

    Reads requests from email, forms and photos.

    • Problem, location and urgency
    • Equipment matched from description
  2. 02 · Validate

    Plan the work

    Proposes the notification and work order.

    • Task list, operations and hours
    • Parts checked in stock
  3. 03 · Decide

    Find the window

    Finds the best time in the production plan.

    • Changeovers, idle shifts and low-load periods
    • Impact on orders shown
  4. 04 · Act

    Release after approval

    Creates and releases once both planners approve.

    • Notification and work order in SAP
    • Parts reserved and technicians notified

Worked example

A hydraulic leak, from email to a scheduled work order.

A line supervisor reports a leaking press. Here is what the agent prepares.

Request · PRESS-02 · line 2Planned
From
Line 2 supervisor, email with photoemail
Problem
"Hydraulic oil leaking under press 2"email
Equipment
PRESS-02, 1000-L2-PR02equipment master
Similar history
Seal replaced 14 months agowork order history
Task list
HYD-SEAL, 3.5 hours, 2 technicianstask list
Seal kit
SK-HYD-220, 2 in stockstock
UrgencyMedium

The leak is slow, the press is running and the photo shows no oil on the floor guard. Work within three days is advised, by your priority rules.

Scheduling optionsApproval needed
WindowProduction impactWhy
Tue 3 Nov, 06:00Stops order 1000540Customer order due 6 Nov
Wed 4 Nov, 14:00NonePlanned changeover, 4 hours
Thu 5 Nov, 22:00Night shift idleNeeds overtime for technicians
RecommendedWed 4 Nov, 14:00No lost output; within 3 days
PartsReserved on releaseSeal kit in stock
  • PlanAgentDone
  • Maintenance plannerS. PatelWaiting
  • Production plannerL. BrooksWaiting

The work order is released only after both the maintenance and production planners agree on the window.

Design scenario · names and values are fictional and depend on your SAP configuration

Inside the platform

Every case is traceable from start to finish.

The case shows who it is waiting for, what happens next, what the agent checked and exactly what each person is approving.

Work order · PRESS-02 · hydraulic leak
From maintenance mailbox · Mon 2 Nov, 10:15 · agent version v1
Waiting for plannersDocumentsAuditRe-assess
ReadPlannedApprovalReleased
Now

Waiting for S. Patel (Maintenance planner) and L. Brooks (Production planner) to approve Wed 4 Nov 14:00, asked Mon 2 Nov at 10:22.

Next

Once both approve, the notification and work order are created, the seal kit is reserved and technicians are notified.

StepOwnerStatus
Plan work orderAgentDone
Approve · maintenanceS. PatelWaiting
Approve · productionL. BrooksWaiting
Create and releaseAgentOn hold
Question for S. Patel

Schedule the hydraulic seal replacement on PRESS-02 for Wed 4 Nov, 14:00, during the planned changeover, with task list HYD-SEAL and seal kit SK-HYD-220?

Approve windowEarlier, it's urgentAnswer as authorized delegate
  • If it's a safety issue

    Escalated now

    Safety and breakdown requests skip scheduling and go straight to the maintenance supervisor.
  • If parts are missing

    Ordered first

    Missing parts are requested before the work is scheduled.
  • If the planners disagree

    Both views shown

    The maintenance manager decides with both planners' reasons.

Illustration of how this agent's cases appear on the Artificio platform · names and values are fictional

Capabilities

Maintenance planning with governance built in.

Every request planned, scheduled and ready before work starts.

  • Intake

    Email, forms and photos

    Requests read in any form.
  • Identify

    Equipment

    Equipment and functional location matched.
  • Plan

    Task lists and parts

    Operations, hours and parts proposed.
  • Schedule

    Around production

    Windows that cost the least output.
  • Ready

    Parts reserved

    Parts checked and reserved.
  • Learn

    History

    Repeat failures flagged for preventive work.

Ownership

Each decision goes to the right planner.

You map plants and lines to planners. Both must agree on the window, and anything unassigned goes to the maintenance manager.

  • Maintenance planner

    Work orders

    Plan and priority.
  • Production planner

    Windows

    Production impact.
  • Maintenance supervisor

    Urgent work

    Safety and breakdowns.
  • Stores

    Parts

    Spare parts.
  • Technicians

    Execution

    Doing the work.
  • Reliability engineer

    Repeat failures

    Preventive plans.
  • Line supervisor

    Requests

    Problem details.
  • Maintenance manager

    Exceptions

    Disagreements and a weekly summary.

Owners, rules and tolerances are configured to your organization and agreed for each deployment.

Controlled autonomy

Start with human oversight. Automate only when ready.

The agent proves itself on your real work before it writes anything to SAP. The platform measures how often your people agree with it, so you decide when to give it more room, case type by case type.

  1. Step 1Where every agent starts

    Shadow mode

    The agent proposes every action but writes nothing to SAP. Your people decide, and each answer counts toward the agreement rate.

  2. Step 2

    Approve, then act

    The required owners approve. The agent acts in SAP only when the last approval lands.

  3. Step 3

    Act by approved rule

    For case types you explicitly configure and approve, such as creating notifications for routine requests on known equipment, the agent acts on its own and reports back.

Agreement with the agent · by case typeIllustrative
Equipment identification
95%
Task list and parts
88%
Scheduling windows
74%
  • Approval rules are enforced by the platform, whatever the agent's instructions say
  • No work order is released without both planners
  • SAP credentials never reach the agent or its instructions
  • Every value carries its source; approved values are locked

Governed agent runtime

Shared platform controls across every Artificio agent.

What makes this agent different is its configuration: its instructions, the tools it may use and the policies it works under. Reviewers, approvals, versions and audit work the same way for every agent you add.

Reviewers
Maintenance plannersmaintenance@yourco.com
Production plannersplanning@yourco.com
Storesstores@yourco.com
Maintenance managermaintenance-manager@yourco.com

Assigned reviewers

Decisions go to named owners or authorized teams, with reminders, and every email links back to the case.

Tools
Read requestsRead
Read equipment and task listsRead
Read production scheduleRead
Create work order in SAPAction

Read tools and Action tools

Gathering data is kept separate from changing SAP. Action tools are controlled and can require human approval before they run.

Instruction versions
v3ActiveTolerances updated
v2New plant added
v1Created from blueprint

Versioned instructions

Versions can't be edited, and each case keeps the version it started with, so a change never alters work in progress.

Recreations of Artificio platform screens

What we measure

Results you can see in your own numbers.

Every pilot tracks the same four measures from day one, so the business case comes from your data, not ours.

  • Time to plan

    From request to planned work order.
  • Output lost to maintenance

    Planned downtime that stopped production.
  • Parts ready

    Work orders with parts available on the day.
  • Repeat failures

    Same failure on the same equipment.

For SAP teams

Integrates with SAP ECC and S/4HANA through standard interfaces.

The agent reads and writes data through supported SAP interfaces, without modifying standard SAP objects and without replacing your existing governance.

Reads from SAP

RequestsEmail, forms and photos
EquipmentEquipment, functional locations and history
Task listsOperations, hours and parts
Production planOrders and capacity on each line

Writes to SAP

NotificationsCreated from requests
Work ordersCreated and released after approval
ReservationsParts reserved on release
ResponsesEvery SAP response recorded on the case

ScopeThe exact interfaces, objects and fields in scope are confirmed for your SAP release and deployment during technical discovery. S/4HANA Cloud Public Edition is reviewed case by case, and some landscapes may need additional configuration.

Pilot approach

Start with one line and its maintenance requests.

A focused pilot in your QA or sandbox system proves the agent on your own data before anything reaches production.

  1. Phase 1

    Connect

    Review SAP edition, interfaces, authorizations and representative data.

  2. Phase 2

    Configure

    Agree the equipment, request channels, priority rules and approvers.

  3. Phase 3

    Pilot

    Plan real requests in shadow mode: the agent proposes, planners schedule.

  4. Phase 4

    Expand

    Review the four measures, then add lines and approved automatic notifications.

Frequently asked questions

Questions SAP teams ask.

Where do requests come from?
Email, web forms and photos. The channels are agreed per site.
Does it handle breakdowns?
Safety issues and breakdowns go straight to the maintenance supervisor instead of being scheduled.
How does it pick a window?
From the production plan: changeovers, idle shifts and low-load periods, showing the impact of each option.
Does it release work orders itself?
Only after both planners approve.
Does it cover preventive maintenance?
It works with your maintenance plans, and flags repeat failures that may need one.
Is the Maintenance Work Order & Scheduling Agent available today?
It is configured on request on the same governed platform as Artificio's available agents. We start by scoping your process and systems, then configure and test the agent in a pilot in your SAP QA or sandbox system before anything reaches production.
Does the Maintenance Work Order & Scheduling Agent write to SAP without approval?
Not by default. Every agent starts in shadow mode, where nothing is written to SAP. After that, the required owners approve before the agent acts. Automatic action is only possible for cases you explicitly configure and approve.
Which SAP versions are supported?
SAP ECC and SAP S/4HANA. The exact interfaces and scope are confirmed for your release and deployment during technical discovery; S/4HANA Cloud Public Edition is reviewed case by case.

Security & compliance

Enterprise security across every agent

ISO 27001:2013 certified, SOC 2 Type 2 compliant, GDPR and HIPAA ready. Every agent action is logged and auditable, and SAP credentials stay in the platform's integration accounts.

  • ISO 27001:2013
  • SOC 2 Type II
  • GDPR ready
  • HIPAA ready

See it working

Two ways to get started.

Exploring

Request Demo

Talk through your maintenance requests and planning with our team, and see how a similar agent works on the Artificio platform.

Request Demo
Ready to evaluate

Discuss an SAP pilot

Scope a pilot on one line and its maintenance requests in your SAP QA or sandbox system, with the four measures agreed up front.

Discuss an SAP pilot