Case Study

Introduction

MachineMetrics is an Industrial IoT (IIoT) platform purpose-built for discrete manufacturing environments. By connecting directly to CNC machines and industrial equipment, it enables real-time machine monitoring, predictive maintenance, and performance optimization without disrupting existing shop floor infrastructure.

Targeted at small and mid-sized manufacturers in industries such as aerospace, automotive, and medical devices, MachineMetrics offers a data-driven foundation to improve throughput, reduce downtime, and increase overall equipment effectiveness (OEE).

Top Remotely partnered with manufacturers to deploy MachineMetrics across diverse production floors—streamlining integration, ensuring rapid operator adoption, and customizing data insights to meet job-level KPIs. Our involvement guaranteed seamless connectivity between legacy equipment and modern analytics dashboards, creating a truly intelligent manufacturing ecosystem.

Challenges

Before implementing MachineMetrics with Top Remotely’s support, manufacturers typically faced:

• Minimal visibility into machine performance and production bottlenecks

• Frequent unplanned downtime due to reactive maintenance practices

• Manual data logging and error-prone reporting workflows

• Poor scheduling accuracy caused by unreliable cycle time data

Top Remotely bridged these gaps by facilitating plug-and-play data connectivity and transforming real-time machine data into actionable insights.

Objectives

The implementation was guided by a set of focused operational goals:

• Enable real-time machine status monitoring with live dashboards

• Automate shop floor data capture to reduce manual entry

• Reduce unexpected equipment failure through predictive insights

• Improve production scheduling, quality assurance, and shop floor accountability

With Top Remotely’s integration expertise, clients moved quickly from data blindness to complete operational transparency.

Solutions

Top Remotely deployed MachineMetrics with tailored configurations, ensuring maximum ROI from day one:

• Plug-and-Play Connectivity: Connected directly to CNC machines via Ethernet or USB with no need for PLC modifications.
  
• Real-Time Dashboards: Displayed machine statuses, downtime reasons, cycle times, and job progress across workstations.
  
• Automated Alerts: Triggered email/SMS notifications to maintenance and operations teams on anomalies.
  
• Predictive Maintenance Module: Analyzed machine behavior patterns to forecast tool wear and impending failures.
  
• Production Analytics: Delivered actionable KPIs including OEE, cycle efficiency, and scrap rates.

Deployment Process

Top Remotely oversaw a four-phase deployment process designed to minimize disruption and ensure rapid returns:

• Site Audit: Conducted an assessment of machine types, network setup, and operational workflow.
  
• Device Setup: Installed edge devices (MachineMetrics Edge) to stream machine data securely.
  
• Integration: Synced data with ERP systems like Epicor and JobBOSS for job-level insights.
  
• Onboarding: Trained operators and supervisors to interpret real-time metrics and engage with dashboards.

Results

Following the implementation led by Top Remotely, clients achieved substantial operational improvements:

• 29% reduction in unplanned downtime within the first six months

• 17% improvement in OEE, driven by enhanced visibility and response to cycle delays

• 80% time savings in reporting and data collection, freeing teams for value-added activities

• 25% improvement in scheduling accuracy, minimizing late deliveries and production overruns

MachineMetrics provided immediate clarity into shop floor performance, while Top Remotely ensured those insights were turned into action.

Technology Stack

• Edge Computing: MachineMetrics Edge for data collection
  
• Backend: Python, Node.js
  
• Frontend: React.js
  
• Data Storage & Processing: AWS (EC2, Kinesis, DynamoDB)
  
• Machine Integration Protocols: MTConnect, OPC UA, Fanuc FOCASAPIs: RETful APIs for ERP and MES integrations

MachineMetrics demonstrates how legacy manufacturing environments can evolve into smart factories—without massive infrastructure changes or enterprise-level overhead. Its strength lies in its simplicity: direct machine connectivity, intuitive dashboards, and predictive intelligence—all working together to drive performance.

With Top Remotely guiding the deployment, manufacturers unlock the true potential of MachineMetrics. From real-time diagnostics to predictive maintenance and ERP synchronization, our custom implementation services ensure that operational data leads to real outcomes.

For discrete manufacturers seeking agility, precision, and continuous improvement, MachineMetrics—deployed by Top Remotely—provides the tools and intelligence needed to lead in the Industry 4.0 era.