Machine Learning Accelerates Materials Development
Learn how Citrine's platform supported Panasonic as it developed new organic semiconductors.
Industry Impact
Manufacturers
The Citrine platform helps manufacturers and OEMs adapt to regulatory changes and material constraints while maintaining performance. It accelerates R&D and material qualification, and ensures critical knowledge is captured and transferred across teams.
Manufacturing companies use the Citrine platform to:
- Co-optimize materials and design to remain at the cutting edge
- Accelerate the qualification of additive materials processes
- Make data-driven decisions about material selection
Streamlining development:
“Being able to focus on recipes and have a better starting point saves us a lot of development time.”
— Charlie Scordilis-Kelley. Electrochemist, Sion Power Corporation
Differentiated materials:
“This work demonstrates the utility of using the sequential learning methodology to design experiments for the discovery of novel materials.”
— Nobuyuki Matsuzawa, Director, Panasonic
Original equipment manufacturers (OEMs) are under increasing pressure to deliver higher-performing, more sustainable products while managing cost, supply chain complexity, and accelerating development timelines. At the same time, evolving regulatory requirements and customer expectations are driving the need for innovation in materials, design, and manufacturing processes.
Citrine helps OEMs identify and deploy better material and formulation choices across their products, from lightweight components and advanced coatings to batteries and high-performance assemblies. Our platform uses AI to navigate complex design and material trade-offs, rapidly identifying options that meet performance, cost, and sustainability targets while accelerating the qualification of new materials. By reducing reliance on trial-and-error and enabling data-driven decision-making, Citrine empowers OEMs to innovate faster and bring differentiated products to market with greater confidence.
Resources
Optimizing costs and opening new geographies
Learn how the Citrine Platform accelerated reformulation of a chassis of cleansing products, reducing ingredient costs, and enabling consistency across new geographies.
AI-driven Generative Material Design
Led by Jan Leuridan, SVP at Siemens Digital and Greg Mulholland, CEO at Citrine, this talk was recorded at Siemens Realize LIVE 2020.
