Material Manufacturing with Data Intelligence
Work with us to increase yields, understand failure modes, stop defect proliferation, and bring products to market faster.
With 20+ years of material manufacturing experience, we tailor solution to your needs. No general off-the-shelf AI!
Our Offer
Yield improvement with LEUCITE
Leucite goes beyond standard AI, combining theoretical expertise with machine learning to tackle the inherent challenges of intricate physics-driven processes, complex datasets, and workforce constraints. We focus on troubleshooting on a technical and practical level.
Working with us means
- Practical technical exchanges with industry experts
- ML models designed specifically for material manufacturing
- A unique mix of AI and material expertise tailored to your needs
Leucite software solution uses data to guide material manufacturing, learn from previous runs, predict possible outcomes, and support decision-making during and after each manufacturing cycle.
As a result, time for data analysis is minimized. Defects, failures, and production waste are significantly reduced. Transition from lab to industrial-scale manufacturing is accelerated.
MATERIALS MANUFACTURING MACHINE LEARNING SYSTEM, PATENT PENDING
Our team

Katie Colbaugh,
PhD
Co-Founder / CEO
Crystal growth expert with over a decade of industrial and academic research experience in crystal production, process engineering, analysis, manufacturing, coding, automation, new product development, and device assembly.
Katie is Adjunct Faculty of Materials Science & Engineering at Case Western Reserve University and is on the Engineering Technology Industry Advisory Board at CSU.
Ph.D. in Chemistry, Duquesne University, M.S. in Materials Science & Engineering and B.S.E in Biomedical Engineering, Case Western Reserve University.

Petia Koutev,
MBA
Co-Founder / CMO
Business leader with more than 20 years of experience in material development and commercialization with responsibilities including strategy, business development and marketing.
Petia is passionate about early stage innovation, connecting great ideas with customer needs. She launched Saint-Gobain Ceramics' first innovation growth fund spearheading the adoption of lean start up frameworks for new venture ideas across the organization.
M.B.A., MIT Sloan. B.S. Mechanical Engineering, Centrale Nantes. Terra.do Fellow.





