AI&S Value Chain Optimization — Core Capabilities
1
Value Chain Mapping & Maturity Assessment
- End-to-end value stream modeling
- Identification of systemic bottlenecks
- Throughput & cycle-time diagnostics
- Value-added vs non-value-added classification
- Maturity scoring (Level 1 → Level 5)
2
Digital Thread Architecture & Ontology Modeling
- Product & process Digital Thread design
- Knowledge graph modeling
- Multi-system orchestration
- ERP + PLM + MES + LIMS + Historian integration
- Lifecycle lineage tracking
3
ERP / PLM / MES Integration Engineering
- SAP ERP / S/4HANA
- SAP PEO / SAP DM
- Teamcenter / Windchill / 3DEXPERIENCE
- Solumina / Opcenter / Apriso
- Manufacturing historians (Aspen / OSI PI)
4
Agent-Based Intelligent Automation (Agentic AI)
- Production scheduling agents
- Material tracking agents
- Audit & compliance control
- Engineering change decision agents
- Procurement & supplier negotiation agents
5
Simulation-Driven Optimization
- What-if scenario modeling
- Material flow & logistics simulation
- Digital factory & virtual commissioning
- Cost-to-serve optimization
- Monte Carlo–based risk analysis
6
Predictive & Prescriptive AI Analytics
- Demand forecasting
- Maintenance prediction
- Quality anomaly detection
- Root-cause AI (scrap & defects)
- XAI-based parameter recommendations
7
Process Standardization & Global Governance
- Global harmonized process model
- Standard work digitization
- Master data governance (SAP MDG)
- Revision & change automation
- Regulatory compliance modeling
8
Organizational Transformation & Capability Building
- Change-management roadmap
- Workforce upskilling
- Center of Excellence (CoE) setup
- Governance & steering methodology
- KPI dashboards for alignment