Service Model
Assessment
Baseline Audit & Gap Diagnosis
- On-site evaluation of formulation systems and material consistency
- Process stability and batch variation analysis
- Equipment availability and line bottleneck mapping
- OEE and production efficiency baseline definition
Outcome: Clear identification of capacity loss and instability root causes
Optimization
Engineering Solution Design
- Formulation system redesign (NAO / Low-Metallic / Ceramic)
- Process parameter optimization (mixing / pressing / curing curves)
- Equipment upgrade and line configuration planning
- Scrap reduction and efficiency improvement strategy
Outcome: Complete engineering blueprint for stable production
Implementation
On-site Validation & System Alignment
- Pilot production: mixing / hot pressing / curing trials
- Sample validation via lab and dyno testing
- Quality system alignment (IATF 16949 framework)
- Standardization of SOPs, drawings, and material specs
Outcome: Verified and stable production system
Operation & Stabilization
Long-term Manufacturing Enablement
- SOP deployment and structured operator training
- Train-the-Trainer capability development
- Preventive maintenance (PM) system implementation
- On-site engineering residency support (12-month cycle)
- Continuous OEE and scrap rate optimization
Outcome: Autonomous, stable, KPI-controlled production
Integrated Execution Framework
We ensure successful technology transfer through a fully integrated execution framework combining design, validation, and field engineering.
- Engineering design + on-site execution integration
- Laboratory formulation aligned with production reality
- Equipment stabilization linked to process optimization
- Continuous improvement driven by production data
Outcome: Bridging the gap between engineering design and stable industrial output.
Key Performance Targets
Deployment Outcomes
- Stable batch-to-batch production consistency
- Scrap rate controlled below 2%
- Improved Overall Equipment Efficiency (OEE)
- Full compliance with automotive quality standards
- Sustainable autonomous factory operation capability
