Margin pressure, skills shortages and reshoring are pushing manufacturers toward software-defined, autonomous operations — the heart of the Physical-AI wave.
Flagship play
The platform is horizontal; value is captured vertically. We sequence a focused POC, prove the outcome, then scale into a multi-year, outcome-priced managed service across the estate.
Digital twins of plants/lines, multi-OEM robotic fleet ops, vision-based quality, predictive maintenance.
Resolve™Autonomous OT/IT operations and self-healing MES/SCADA support.
Fabric™Unified manufacturing data fabric across MES, historians and ERP for grounded agents.
Forge™Modernize MES/quality apps; build connected-worker and line-side workflows.
Systems, outcomes & compliance
SAP, Siemens/Rockwell, MES/SCADA, PLM, historians, NVIDIA Omniverse
~30% lower planning cost, reduced unplanned downtime, higher yield and OEE
ISO 9001, IEC 62443 (OT security), safety standards
Signature solution
Agents detect anomalies from sensor and historian data, diagnose probable cause and draft the work order; a reliability engineer approves before any OT-impacting action. Built on Motion™ + Resolve™ + Fabric™ over historian / SCADA / MES / EAM, on an ISA-95 / IEC 62264-layered, IEC 62443-zoned topology with default-deny egress and a guardian-enforced IT/OT boundary.
One asset class / line · proof metric ≥ 70% of flagged anomalies actioned to a valid work order (human-approved) · ~10–14 weeks · exit on an FDP-A4-verified business case.
Planner effort, time-to-diagnosis and downtime-avoided outcome-linkage instrumented today; asset availability (OEE-type) instrumented-on-roadmap once OT telemetry is wired.
IEC 62443 / ISA-95 OT controls (by design), ISO 27001 crosswalk (in progress), site safety case (by design) — human-gated OT actuation, no claim beyond the evidence.
Sub-segments
Plant/line digital twins, multi-OEM robotics and vision quality for assembled-product makers — higher OEE and lower downtime.
Twin-led optimization, autonomous OT/IT ops and predictive maintenance for continuous/batch process plants.
Connected-worker workflows, MES/quality-app modernization and a unified manufacturing data fabric across the estate.
Let's sequence a focused Manufacturing POC into a multi-year, outcome-priced managed service — you pay for results, not headcount.