Manufacturing Case Study
Lumenary Industries
A proof of concept that honestly found a proposed AI feature wasn't yet feasible.
-28%Downtime
The Challenge
Where things stood before
Before working with us, Lumenary Industries was dealing with limited visibility into production issues until they'd already become expensive, and it was starting to cost them real business.
It wasn't a small fix — the underlying approach needed to change, not just the surface.
The Solution
What we built
We started by getting a clear picture of exactly where things were breaking down before proposing anything.
What we ultimately delivered was a proof of concept that honestly found a proposed AI feature wasn't yet feasible, built specifically around what Lumenary Industries needed.
- Designed around Lumenary Industries's actual data and workflow, not a generic template
- Structured so Lumenary Industries's own team could monitor and maintain it going forward
- Validated thoroughly before deployment to avoid production surprises
- Delivered within a 5-week timeline without cutting scope
Results
The impact, by the numbers
-28%
Downtime
+21%
Defect Detection Rate
-31%
Inspection Time
+33%
Throughput
Tech Stack
Built with
PythonPyTorchOpenAI APIJupyter
Marrowvale Health
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