Case Study
A leading medical device manufacturer uses Assembly Copilot to reduce scrap rate by 60%, saving millions in annual production costs.
Background
A leading manufacturer of mission-critical medical devices was grappling with a substantial scrap rate that directly impacted its production costs. It was a critical concern as these devices were essential for patient care and could not fail at any cost. The manufacturer recognized the urgent need to optimize its production processes so it could reduce waste, enhance overall efficiency, and ensure the highest possible product quality.
Challenge
The medical device manufacturer had to go to great lengths to ensure the quality of its products, which led to several challenges. The scrap rate shot up to 30%, which meant a loss of $1500 on each scrapped unit, along with additional maintenance, support, and repair costs. They needed a solution to provide real-time insights and process optimization without disrupting its existing workflow.
Enter Assembly Copilot
The manufacturer deployed Assembly Copilot across four workstations. The implementation of Assembly Copilot was efficient and user-friendly, minimizing disruptions to regular operations. The process involved several steps, including:
- Setting up hardware (a web camera and GPU-enabled laptop).
- Defining tasks in the Assembly Copilot portal.
- Recording five shifts worth of training data.
- Labeling at least one complete cycle.
- Training the model.
The entire process took approximately two days. It required minimal effort from the manufacturer’s team. This ensured the system was accurately calibrated to their specific assembly process. With Assembly Copilot successfully implemented, the manufacturer was ready to observe significant improvements in their production process and quality.
Result
The deployment of Assembly Copilot resulted in a significant reduction in the scrap rate, dropping from 30% to 12%. Moreover, the software demonstrated high accuracy in detecting mistakes or errors, with an 82.4% success rate, and only generated two false positives per 100 cycles. This improvement translated into several million dollars in annual savings for the manufacturer, proving the effectiveness of the solution in enhancing both quality and productivity.
Profile
A leading manufacturer of mission-critical medical devices that prioritizes product quality and operational efficiency, ensuring the production of reliable devices essential for patient care.
Industry
Health Care Manufacturing
Product
Use Case
Reduce waste and scrap cost; ensure high quality and efficiency.