Smart Manufacturing Engineering Services

Hands-on specialists who design and implement industrial data pipelines, machine integration workflows, and AI-enabled production insights.

  • Implement IIoT connectivity and database integration.
  • Develop tool data and CAM integration.
  • Create custom AI/ML and GPT solutions for manufacturing.
Engineering team reviewing manufacturing integration dashboards

Whether you are modernizing a single production cell or deploying plant-wide connectivity, our engineering team bridges controls, data architecture, and operations so your roadmap turns into measurable outcomes.

Connectivity EngineeringDesign robust adapter, network, and ingestion patterns for mixed machine fleets.
Data IntegrationMap machine, quality, and process signals into trusted analytics-ready datasets.
Automation & AIBuild custom workflows, predictions, and copilots tailored to your operation.
Implementation SupportAccelerate go-live with practical deployment playbooks and training.
Engineering and operations dashboard for manufacturing decisions

Other Products

Industry 4.0 Evaluation

On-site readiness review to de-risk your rollout plan.

  • Connectivity and controller-family assessment
  • Compliance and data quality gap analysis
  • Roadmap for phased implementation

Request evaluation

Model-Aware® Machine Adapters

Generate MTConnect®-ready streams directly from information models.

  • Reduce manual mapping and translation layers
  • Support software, Edge Connect, or Shop-Connect delivery
  • Scale across mixed controller environments

Explore adapters

MTConnect Validation Platform

Verify stream quality before bad data reaches analytics and reporting.

  • Online validator checks and reporting
  • On-prem auditing for continuous compliance
  • Actionable remediation guidance for teams

View validation

Revolution Platform

Unified analytics for machine, process, and quality performance.

  • Cross-functional dashboards in one workspace
  • Predictive insights from integrated datasets
  • Collaboration across operations and engineering

Explore Revolution Core

Next Steps

  • Tailored to your machine connectivity needs
  • Flexible deployment and licensing for your environment
  • Rapid implementation with expert manufacturing support
Manufacturing engineer reviewing dashboard results

Safety & Security

Our on-prem solutions respect your data sovereignty and firewall constraints.

Guaranteed Results

We ensure your data flows are compliant and reliable.

Flexible Deployment

Hardware and software options to fit your facility’s needs.