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Reduce downtime and improve reliability

Physics-informed machine learning delivers cost savings in manufacturing that increase over time

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Surface finish is a costly and unresolved issue

Example: In press & sinter operations, tool uptime is influenced by surface finish. Poorly controlled surfaces can cause 30-50% downtime in powder manufacturing

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A purpose-built surface finish spec

We work with R&D engineers to understand the performance they wish to optimize, whether it is adhesion, friction, wear, electrical and thermal conductance, leakage, part lifetime, or other properties.

Our customers get a purpose-built surface finish metric that predicts the properties they care about.

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For quality-assurance and R&D

Our service empowers customers to collect data, train a machine-learning model, and implement insights into production. Our physics-informed machine learning is designed to be trained on the limited datasets typically available in manufacturing applications.

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Who we are

Surface Design Solutions, Inc. is a spinoff of cutting-edge technologies from the University of Pittsburgh and the University of Freiburg. The founding team brings more than six decades of academic and industry experience with surfaces in manufacturing.

Learn more

Email info@surface.design to learn how we can help you improve the lifetime and performance of your manufactured parts.