Professional Services Case Study
Ironwood Consulting
An edge-deployed vision model built for low-latency, on-device processing.
-25%Turnaround Time
The Challenge
Where things stood before
Ironwood Consulting's biggest obstacle was a patchwork of manual processes that hadn't scaled with the business — something their team had tried to patch more than once without lasting success.
It wasn't a small fix — the underlying approach needed to change, not just the surface.
The Solution
What we built
Our approach focused on the root cause rather than the most visible symptom.
The result was straightforward: an edge-deployed vision model built for low-latency, on-device processing, built specifically around what Ironwood Consulting needed.
- Designed around Ironwood Consulting's actual data and workflow, not a generic template
- Built using Python and PyTorch for a stable, maintainable foundation
- Benchmarked against clear, agreed-upon success metrics from day one
- Structured so Ironwood Consulting's own team could monitor and maintain it going forward
Results
The impact, by the numbers
-25%
Turnaround Time
+20%
Accuracy
97.7%
Team Adoption
+45%
Client Satisfaction
Tech Stack
Built with
PythonPyTorchOpenCVTensorRT
Farsight Retail Group
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