Manufacturing
Manufacturing engineered for throughput, quality, and resilience. Connect IT and OT, unlock realtime data, and automate from design to delivery.
What we do for Manufacturing
Connect the factory
➡️ Edge gateways for OPC UA/Modbus/CIP; secure ingestion to timeseries stores and message buses.
➡️ Line dashboards for OEE (availability, performance, quality), scrap hotspots, and changeover loss.
➡️ Line dashboards for OEE (availability, performance, quality), scrap hotspots, and changeover loss.
Predictive maintenance (TPM 4.0)
➡️ Feature engineering from vibration, temperature, current, and counters; models for anomaly and remaining useful life.
➡️ Autonomous/planned maintenance workflows; ARassisted tasks and digital checklists.
➡️ Autonomous/planned maintenance workflows; ARassisted tasks and digital checklists.
Quality and traceability
➡️ Inline vision QC, defect classification/segmentation; SPC alerts; eDHR/eBR with lot/serial genealogy.
➡️ Material and process traceability from supplier to finished goods; recall readiness.
➡️ Material and process traceability from supplier to finished goods; recall readiness.
Planning, scheduling, and digital twins
➡️ Finite scheduling considering constraints (tools, skills, materials, maintenance windows); whatif scenarios.
➡️ Digital twins of lines for throughput simulation and debottlenecking.
➡️ Digital twins of lines for throughput simulation and debottlenecking.
Supplychain collaboration
➡️ Secure data sharing with suppliers/carriers (lead times, ASN, OTIF, disruptions); near realtime ETA and risk indicators.
➡️ External datasets (weather, energy, commodity) fused with demand forecasts for resilient planning.
➡️ External datasets (weather, energy, commodity) fused with demand forecasts for resilient planning.
Manufacturing data cloud
➡️ Unified data model for OT/IT; governance, lineage, and privacy; semantic layer for shopfloor to Csuite KPIs.
➡️ Near realtime analytics and ML serving; marketplace data for risk and logistics intelligence.
➡️ Near realtime analytics and ML serving; marketplace data for risk and logistics intelligence.
CPQ and designtofactory
➡️ Variant rules, pricing, and BOM explosion; CAD/PLM hooks to reduce orderengineering loops; automated quote documents.
DevSecOps and plant cybersecurity
➡️ CI/CD and IaC for plant apps; SBOM and vulnerability scanning; zerotrust access; SIEM/SOAR for OT/IT events.