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SWARCO Prevents Line-Stopping Failures with Real-Time Machine Monitoring

CASE STUDY

SWARCO Prevents Line-Stopping Failures with Real-Time Machine Monitoring

How America’s largest glass bead melter gained equipment transparency and avoided costly downtime using Tractian.

Challenge

SWARCO operates a 24/7 facility with one of the most advanced direct melters in the U.S., producing high-specification glass beads used for road safety.

The problem? This unique melter depends on hard-to-source overseas parts. If a critical component fails, it can take up to 6 months to replace.

Downtime isn’t just inconvenient—it’s expensive and can bring production to a standstill.

Key issues SWARCO faced:

  • No predictive maintenance in place
  • Every asset was critical—failure meant halted production
  • Long lead times for replacement parts
  • Manual inspections couldn’t keep up with operational risk

If a critical asset fails: $28,000/day in lost production.


Solution

To avoid failures and gain better control over equipment health, SWARCO implemented Tractian Condition Monitoring across 45+ critical assets. These wireless sensors track vibration and temperature in real time, feeding AI-powered diagnostics back to the team.

With Tractian, the team now:

  • Receives early warnings about equipment issues
  • Pinpoints root causes of failure with automatic diagnostics
  • Acts quickly with step-by-step guidance on what to inspect and fix
  • Runs condition-based maintenance backed by real data—not guesswork
“In the case that something develops, this system has alerted us, and we jump on it. From a maintenance standpoint, it gives us a lot more transparency into our machinery.”
Walt Harrison
Walt Harrison
Control & Automations Engineer

Impact

Since deployment, SWARCO has been able to prevent multiple potential failures—including a critical unbalance issue on one of its furnaces.

With actionable alerts and faster troubleshooting, SWARCO has shifted from reacting to problems to preventing them altogether.

  • 40+ faults detected and diagnosed
  • Furnace failure avoided via early vibration alerts
  • $420,000 saved, driven by avoided breakdowns and reduced inspection time
  • Over 350,000 data samples analyzed to build deeper asset intelligence

What's Next

As their new plant ramps up production, SWARCO is using Tractian to build a more resilient maintenance program from day one.

With fewer surprises and better visibility into asset health, the team is equipped to keep operations running—without delays or downtime.

Start Exploring Tractian Condition Monitoring