Skip to main content

SAP AI Agent · PP · Shop floor · Capacity Configurable

Keep SAP in step with the shop floor with governed AI agents.

Chase missing production confirmations and flag overloaded work centers, so WIP, costs and schedules reflect what is really happening on the floor. Reschedules and capacity moves are proposed for the planner to approve.
  • Human-approved
  • ECC & S/4HANA
  • SOC 2 Type II
  • ISO 27001
Plant 1000 · daily shop-floor checkexample run
  1. 01Confirmations checked312 operations due yesterdayScanned
  2. 02Missing found27 not confirmed · 9 partlyMissing
  3. 03Load checkedWC-ASSY1 at 138% next weekOverloaded
  4. 04Move proposed4 orders to WC-ASSY2, same skillsApproval
  5. 05Reschedule ordersWaits for the plannerOn hold

Design scenario · how the agent is configured to work

Triggered by
Daily schedule
Reads
Orders, confirmations, capacity, stock
Validates against
Plan, capacity and material
Writes to SAP
Reschedules after approval
Approved by
Planner or supervisor
Runs on
SAP ECC · SAP S/4HANA

Why it matters

SAP shows yesterday's plan, not today's floor.

When confirmations are late or missing, SAP thinks work is still waiting. Capacity looks wrong, WIP and costs drift, and planners schedule against a picture that's days old.

  • Confirmations

    Work done but not recorded

    Operators finish work but confirm late, partly or not at all.Wrong WIP → Wrong costs → COGI items
  • Capacity

    Overloads found too late

    Work centers are overloaded before anyone sees it.Missed dates → Overtime → Firefighting
  • Schedules

    Planning on stale data

    Planners move orders based on a picture that's days old.Bad decisions → Rework → Lost trust

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

    Check confirmations

    Finds operations that should be confirmed.

    • Missing, partial and late confirmations
    • Grouped by supervisor and shift
  2. 02 · Validate

    Chase the floor

    Asks supervisors to confirm.

    • One message per supervisor
    • Follow-up until confirmed
  3. 03 · Decide

    Check capacity

    Checks work-center load against capacity and material.

    • Overloads in the coming weeks
    • Material ready for each order
  4. 04 · Act

    Propose moves

    Proposes reschedules or alternate work centers.

    • Impact on dates shown
    • Changed after planner approval

Worked example

A daily check, from missing confirmations to a capacity move.

The planner wants an accurate picture before the morning meeting. Here is what the agent finds.

Work center WC-ASSY1 · next weekOverloaded
Available
80 hourscapacity
Load
110 hours, 138%capacity
Orders
14production orders
Missing confirmations
6 operations from last weekconfirmations
Alternate
WC-ASSY2 at 61%, same routingrouting
Material
Ready for 12 of 14 ordersstock
After confirmations124%

Six operations were done last week but not confirmed. Once confirmed, load drops to 124%. Moving four orders to WC-ASSY2 brings both under 100%.

Proposed actionsApproval needed
ActionEffectWhy
Confirm 6 operationsLoad to 124%Work already done last week
Move 4 orders to WC-ASSY2ASSY1 to 96%, ASSY2 to 88%Same routing and skills
Hold 2 ordersNo changeMaterial not ready yet
DatesAll keptNo customer dates move
SupervisorShift BAsked to confirm today
  • AnalysisAgentDone
  • Confirm operationsShift B supervisorWaiting
  • Approve movesPlannerOn hold

Orders move only after the planner approves. Confirmations are entered by the shop floor, not by the agent.

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.

Shop-floor check · plant 1000 · Mon 2 Nov
Started Mon 2 Nov, 05:30 · agent version v1
Waiting for supervisorDocumentsAuditRe-assess
CheckedChasedApprovalAligned
Now

Waiting for M. Torres (Shift B supervisor) to confirm 6 operations on WC-ASSY1, asked Mon 2 Nov at 05:45.

Next

Once confirmed, load is rechecked and the planner approves moving four orders to WC-ASSY2.

StepOwnerStatus
Check 312 operationsAgentDone
Confirm 6 operationsM. Torres · Shift BWaiting
Approve 4 movesPlannerOn hold
Recheck tomorrowAgentScheduled
Question for M. Torres

6 operations on WC-ASSY1 from last week aren't confirmed, but the next operations have started. Please confirm them so next week's load (now 138%) is accurate.

ConfirmedNot finishedAnswer as authorized delegate
  • If work isn't finished

    Rescheduled

    Unfinished operations are rescheduled, not confirmed.
  • If no alternate exists

    Overtime or move

    The planner gets overtime and reschedule options with their impact.
  • If a customer date moves

    Customer service told

    Date changes are shared with customer service after approval.

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

Capabilities

Shop-floor alignment with governance built in.

SAP kept in step with what the floor is really doing.

  • Check

    Confirmations

    Missing, partial and late found.
  • Chase

    Supervisors

    One message per supervisor.
  • Load

    Capacity

    Work centers checked weeks ahead.
  • Material

    Readiness

    Orders checked for parts.
  • Move

    Alternates

    Orders moved to free work centers.
  • Report

    Daily picture

    Accurate before the morning meeting.

Ownership

Each action goes to the right person.

You map work centers and shifts to owners. Whoever answers first decides, and anything unassigned goes to the production manager.

  • Shift supervisor

    Confirmations

    Confirming work done.
  • Planner

    Schedule

    Moves and reschedules.
  • Production manager

    Overtime

    Extra shifts.
  • Maintenance

    Downtime

    Equipment availability.
  • Stores

    Material

    Staging parts.
  • Engineering

    Routings

    Alternate work centers.
  • Customer service

    Dates

    Customer updates.
  • Production manager

    Exceptions

    Unresolved overloads and a daily 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 sending confirmation reminders to supervisors every morning, the agent acts on its own and reports back.

Agreement with the agent · by case typeIllustrative
Missing confirmations
96%
Alternate work centers
85%
Reschedules
70%
  • Approval rules are enforced by the platform, whatever the agent's instructions say
  • The agent never confirms work on the operator's behalf
  • 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
Supervisorsshopfloor@yourco.com
Plannersplanning@yourco.com
Storesstores@yourco.com
Production managerproduction@yourco.com

Assigned reviewers

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

Tools
Read orders and confirmationsRead
Read capacityRead
Read material readinessRead
Reschedule orders 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.

  • Confirmation timeliness

    Operations confirmed on the day.
  • Overloads found early

    Overloads found a week or more ahead.
  • Schedule adherence

    Orders finished on their scheduled date.
  • WIP accuracy

    WIP corrections at month-end.

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

Production ordersOperations and dates
ConfirmationsYield, scrap and time
CapacityWork-center capacity and load
StockMaterial for each order

Writes to SAP

ReschedulesAfter planner approval
Supervisor remindersConfirmations requested
ReportsDaily load and confirmation status
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 plant's bottleneck work centers.

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 work centers, shifts, rules and approvers.

  3. Phase 3

    Pilot

    Run the daily check in shadow mode: the agent proposes, planners act.

  4. Phase 4

    Expand

    Review the four measures, then add work centers and approved reminders.

Frequently asked questions

Questions SAP teams ask.

Does it enter confirmations?
No. Supervisors and operators confirm work. The agent finds what is missing and asks.
How far ahead does it check capacity?
Your planning horizon, often two to four weeks.
Does it move orders itself?
Only after the planner approves.
Does it check material?
Yes. Orders are checked for parts before moves are proposed.
Does it work with MES?
Where confirmations come from an MES, it checks what reached SAP. The connection is agreed in discovery.
Is the Production Confirmation & Capacity 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 Production Confirmation & Capacity 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 shop-floor confirmations and capacity 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 plant's bottleneck work centers in your SAP QA or sandbox system, with the four measures agreed up front.

Discuss an SAP pilot