Manufacturing Case Study
Lynwood Industries
A downtime tracking system that clarified root causes across three production lines.
-34%Downtime
The Challenge
Where things stood before
Lynwood Industries came to us with a problem that had been building for a while: operational visibility that lagged behind what the team needed to make good decisions.
It wasn't a small fix — the underlying structure needed to change, not just the surface.
The Solution
What we built
Rather than jumping straight to a fix, we spent time understanding the specific shape of the problem first.
The result was straightforward: a downtime tracking system that clarified root causes across three production lines, built specifically around what Lynwood Industries needed.
- Tested thoroughly before launch to avoid post-launch surprises
- Built using Node.js and PostgreSQL for a stable, maintainable foundation
- Benchmarked against clear, agreed-upon success metrics from day one
- Delivered within a 6-week timeline without cutting scope
Results
The impact, by the numbers
-34%
Downtime
+37%
Reporting Accuracy
-42%
Maintenance Response Time
+28%
Throughput
Tech Stack
Built with
Node.jsPostgreSQLMQTTREST API
Ironbark Industries
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