Can your plant and maintenance teams work with predictive-maintenance and vision-inspection agents โ acting on an early failure signal, and knowing when to overrule a flagged defect or a scheduling recommendation the model got wrong? Machines connected is not the same thing as decisions improved.
๐ญ Agentic Smart Manufacturing
Governed AI agents for the plant floor — an agentic MES tied to the ERP/PLM digital thread, on SAP Digital Manufacturing. Clean-core-safe, sovereign by design, and run by your AI Center of Excellence. Australian manufacturing sovereignty, built in.
A sensor on every machine isn't a smart factory. OEE is.
Most AI on the plant floor is sold on what the software does. These are the three things that actually change โ for your plant team, for the numbers already on the board in the plant office, and for the work you can take on.
The measures every plant already runs on: overall equipment effectiveness, unplanned downtime, first-pass yield, scrap and rework rate, throughput, and schedule adherence. These are already on the board in the plant office โ that is where AI's contribution has to show up.
A connected digital thread from design through to the shop floor makes high-mix, low-volume production economic โ shorter runs, more variants, faster engineering-change rollout โ opening work you previously had to turn away because changeover cost too much. That's new capacity to sell, not the same line running faster.
Levels 1 and 2 tell you the platform is working. Level 3 is the reason it was worth the investment.
Agentic Manufacturing, End to End
MES capabilities delivered as governed agents on SAP Digital Manufacturing — the work plant teams actually do, automated with a human in the loop and tied to the ERP/PLM digital thread
Real-time Production Monitoring
Live, agent-assisted visibility into the plant floor with IoT sensor integration — bottlenecks surfaced and flagged for the team, not buried in a dashboard.
- IoT sensor data collection and analysis
- Live production dashboards
- Performance KPI tracking
- Bottleneck identification
- Efficiency optimisation alerts
Predictive Maintenance
Agents watch equipment health and flag likely failures before they stop the line — with maintenance scheduled and parts ordered through the ERP, human-approved.
- Equipment health monitoring
- Failure pattern recognition
- Maintenance scheduling optimisation
- Spare-parts inventory management
- Cost-reduction analytics
Quality Control Automation
Computer-vision inspection agents catch and classify defects consistently — with statistical process control and compliance evidence captured automatically.
- Computer-vision inspection
- Defect detection and classification
- Statistical process control
- Quality trend analysis
- Compliance reporting automation
Supply Chain Synchronisation
Demand-aware agents keep materials flowing to the line, tied back to the ERP so plans, orders, and shop-floor reality stay in step.
- Demand forecasting
- Material requirement planning
- Supplier performance tracking
- Inventory optimisation
- Delivery scheduling automation
Digital Twin Technology
Virtual replicas of production systems let you test changes and run what-if scenarios off the digital thread — without disrupting live operations.
- Real-time system mirroring
- Predictive scenario modelling
- Risk-free testing environment
- Performance optimisation
- What-if analysis capabilities
Agentic Work-Order Generation
Agents schedule and raise work orders against production requirements and resource availability — with priorities and adjustments owned by the team.
- Intelligent task scheduling
- Resource optimisation
- Priority-based assignment
- Real-time adjustments
- Capacity-planning integration
Real-time Inventory Tracking
Live visibility into material flow and stock levels with automated replenishment triggers, reconciled against the ERP for one version of the truth.
- Live inventory monitoring
- Automated reorder points
- Material flow optimisation
- Waste-reduction analytics
- Supplier integration
How We Build on SAP โ Clean-Core-Safe
A governed agentic layer beside your core, never inside it: S/4HANA & SAP Digital Manufacturing core → clean core → BTP / Business AI → Joule agents → digital thread to ERP/PLM
The Architecture Spine
Clean Core
We never modify the S/4HANA or SAP Digital Manufacturing core. Standard objects stay standard, so upgrades and your RISE/GROW move stay painless.
BTP Side-by-Side
MES extensions live on SAP BTP against stable, released APIs — upgrade-proof and cleanly separated from the core.
Joule-Native MES Agents
We extend SAP's own agents (Joule Studio) onto the plant floor and orchestrate across SAP, edge, and IoT — human-in-the-loop, audit-trailed.
Digital Thread to ERP/PLM
Shop-floor agents stay tied to the ERP and PLM digital thread — sovereign, AU-resident, with lineage from design through production.
Trust, Compliance & Standards
The security, sovereignty, and governance posture a manufacturer's risk team needs to see
Status is indicative and confirmed per engagement. We are not an SAP partner โ "SAP-aligned" describes architectural alignment (our MES and digital-thread modules map to SAP Digital Manufacturing), not a partnership. Certification letters available under NDA.
Where It Earns Its Keep
The outcomes plant teams target โ each tied to a real workflow. Figures are targets confirmed against your baseline, not guarantees.
Uptime & Availability
Predictive maintenance agents target less unplanned downtime by catching failures early.
- Less unplanned downtime (target, baselined per engagement)
- Earlier equipment-failure signals
- Optimised maintenance scheduling
- Lower spare-parts carrying cost
Quality & Yield
Consistent vision-based inspection lifts first-pass yield and cuts manual checking.
- Higher first-pass yield (target)
- Fewer defects reaching the customer
- Less manual inspection effort
- Audit-ready quality evidence
Operational Efficiency
Agentic scheduling and monitoring take the manual grind off the plant team.
- More throughput from the same line (target)
- Shorter cycle times
- Fewer manual handoffs
- Better resource utilisation
Digital-Thread Continuity
One connected thread from design to shop floor keeps plans and reality in step.
- Design-to-production traceability
- Plan vs actual reconciled to the ERP
- Faster engineering-change rollout
- Fewer data silos across PLM and MES
Risk & Control
Every agent action on the floor is logged, explainable, and reviewable.
- Full, timestamped audit trail on agent actions
- Real-time compliance monitoring
- Sovereign, AU-resident plant data
- Automated regulatory reporting
Migration-Timed Implementation
Adopt the AI during your S/4HANA RISE/GROW move โ not as a bolt-on later
Assessment & Planning
Weeks 1-2: analysis of current manufacturing processes, plant data quality, and the clean-core posture.
- Plant-floor process mapping
- Data quality & sensor readiness assessment
- Clean-core / extension review
- Digital-thread scope (ERP/PLM)
- Compliance requirements review
Core & BTP Setup
Weeks 3-6: stand up the BTP side-by-side foundation and the IoT/edge data pipeline — core untouched.
- BTP foundation & connectivity
- IoT sensor & edge deployment
- Data pipeline establishment
- Role-based access configuration
- Security implementation
Agent Build & Guardrails
Weeks 7-8: configure Joule-native MES agents, approval flows, and human-in-the-loop checkpoints.
- MES agent configuration
- Predictive-maintenance model training
- Vision quality-control setup
- Guardrails & approval hierarchy
- Agent validation and testing
Integration & Testing
Weeks 9-10: tie agents to the ERP/PLM digital thread, run comprehensive testing, and validate with users.
- ERP & PLM digital-thread integration
- System functionality testing
- User acceptance testing
- Performance optimisation
- Data validation
Go-Live & Support
Weeks 11-12: production deployment with parallel run, training, and hypercare.
- Production deployment
- Parallel line run
- Operator & staff training
- Go-live hypercare
- Performance monitoring
Optimise & Extend
Ongoing: continuous optimisation, new agent use-cases, and FinOps on agent spend.
- Performance optimisation
- New agent use-cases
- Process improvements
- Agent cost control (FinOps)
- Ongoing enablement
Who It's For
Built first for the Australian manufacturers where sovereignty and governance matter most
Australian manufacturers wanting a sovereign MES
Plants that need their shop-floor data and agents to stay in Australia — an underserved wedge the global SIs leave open, built clean-core-safe.
Plants needing the ERP/PLM digital thread
Manufacturers who want design, production, and the ERP connected in one thread — with a human in the loop, not a black box.
Governance-first buyers
Regulated or risk-sensitive manufacturers that need Australian data residency, audit trails on every agent, and FinOps cost control from day one.
Aligned to Australia's Whole-of-Government Cloud posture and Hosting Certification Framework for sovereign workloads.
Built and Run by Your AI Center of Excellence
This platform runs on five CoE capabilities — strategy, people, agents, data, and governance. We design, deploy, and govern a clean-core-safe agentic layer that keeps your data sovereign in Australia and every agent auditable and cost-controlled.
Bring Agentic Manufacturing to Your Plant
Book a walkthrough with a manufacturing specialist โ we'll map your shop-floor and digital-thread workflows and show where governed agents take the load, clean-core-safe and sovereign.