Virtual manufacturing is the future of chip production... and now it’s easier than ever.
Build virtual models of your production line.
Design, test, and deploy AI-enabled digital twins of tools, processes, and entire production lines within a secure, vendor-neutral development environment. TwinLabs integrates real manufacturing data, standardized protocols, and high-performance compute to simulate performance, optimize yield, and reduce costly physical experimentation—enabling faster ramp times and smarter operational decisions across your fab network.
Buy and sell digital assets on the marketplace
Access, license, and monetize datasets, validated models, standards, and integration tools through a secure, trusted marketplace purpose-built for U.S. semiconductor manufacturing. TwinLabs enables suppliers, fabs, and developers to collaborate without compromising intellectual property, accelerating innovation propagation across the supply chain while creating new revenue opportunities for digital manufacturing assets.
Learn and engage with a trusted community.
Gain access to specialized training, deployment playbooks, interoperability standards, and expert-led workshops designed to advance digital manufacturing capabilities. TwinLabs fosters collaboration among fabs, suppliers, researchers, and developers within a secure ecosystem, enabling shared learning, faster adoption, and collective progress toward scalable, AI-enabled semiconductor manufacturing excellence.
TwinLabs is an all-in-one
AI/ML Ops platform for building and running virtual models of your production lines. Created specifically for the U.S. semiconductor manufacturing industry, TwinLabs provides pre-built models of the most popular equipment for easy customization to your line so you can optimize before going live.
Neutral platform
That works as a broker across tool manufacturers.
Secure-by-design
And privacy-preserving to protect IP.
Data Interoperability
Using AI and common standards for data integration.
Ease of Use
Build and customize models with low/no code components.
About TwinLabs.
TwinLabs is a secure, vendor-neutral integrated development environment (IDE) designed to accelerate digital twin adoption across U.S. semiconductor manufacturing. It provides developers, fabs, and suppliers with a unified platform to build, test, validate, and deploy AI-enabled manufacturing models connected through a trusted digital thread.
By integrating secure compute, standardized data frameworks, and a marketplace for datasets, tools, and training, TwinLabs transforms fragmented digital efforts into a scalable national capability. The result is faster process optimization, reduced R&D costs, stronger supply chain coordination, and a durable commercial engine that strengthens U.S. semiconductor competitiveness for decades to come.
The future of advanced manufacturing comes down to data. TwinLabs gives us an easy way to build, test and deploy the digital twins that will streamline chip manufacturing for decades to come.
Dr. Paris Stringfellow
Founder | CEO, Practical Fusion
