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Manufacturing 9 months

Predictive Maintenance AI for ManuPro Systems

Reduced unplanned downtime by 45% and defect rates by 60% with AI predictive maintenance and computer vision quality control.

AI Automation Custom Software Development Data Analytics & BI
Verified Results NDA Signed US-Based PM Fixed Price
-45%
Unplanned Downtime
-60%
Defect Rate
-30%
Maintenance Costs
2.8x
ROI
-45%
Unplanned Downtime
-60%
Defect Rate
-30%
Maintenance Costs
2.8x
ROI

The Challenge

ManuPro was losing $80,000/hour during unplanned equipment failures averaging 14 hours/month. Their manual quality control sampling missed 40% of defects that reached customers. Two separate problems demanding an integrated solution.

Our Solution

We built a unified IoT + AI platform: MQTT sensor pipelines feed ML anomaly detection models that predict failures 2–3 weeks ahead, while high-speed cameras with CNN defect detection inspect 100% of production at line speed.

Our Approach

We started with sensor installation and 3 months of baseline data collection for model training. Computer vision models were trained on 500K+ labeled defect images. Both systems share a common Grafana dashboard for operations visibility.

"

Complex ERP integration with AI-powered quality control. TechVerse handled everything from architecture to deployment. Our defect rate dropped by 60%.

R
Robert Martinez
CTO, ManuPro Systems

Project Details

ClientManuPro Systems
IndustryManufacturing
Timeline9 months
Team Size8
ROI180

Technologies Used

Python TensorFlow OpenCV PostgreSQL TimescaleDB MQTT Docker AWS IoT Grafana React
3 slots open · AI-first development

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Projects Delivered
80+
Happy Clients
98%
Satisfaction Rate
48h
Average Kickoff