Guiding Product Development
Strategic investments across the R&D portfolio
IMPROVED R&D OUTCOMES
Because AI can rapidly assess the likelihood of achieving the desired properties across millions of options, it can be used to:
Highlight Potential Risks and Opportunities
Run Scenarios Through the AI Model:
- What are the maximum achievable material properties with ingredients from various vendors?
- Will switching to sustainable ingredients impact material properties?
- Can the product be made at lower temperatures and still meet customer requirements?
- Which ingredients are essential to achieve market-leading properties in my products?
Understanding the impact of inclusion of rare earth metals on battery cathode performance
James Peerless, Emre Sevgen, Stephen Edkins, Jason Koeller (Citrine Informatics) et al. “Design space visualization for guiding investments in biodegradable and sustainably sourced materials” MRS Comms (2020).