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Our engine
How we design your next-gen polymers.
We don't sell software licenses, we deliver validated, compliant materials. Our team deploys polySCOUT’s proprietary deep-tech platform and high-throughput physical lab to solve your toughest material challenges.
Powered by over 4 years of deep-tech development and an exclusive worldwide licence from TNO, our platform-independent algorithms bridge the gap between quantum physics and physical materialization.
More Than Statistical Patterns
Standard materials AI struggles with the infinite complexity of polymers. Our engine utilizes specialized polymer representation scripts, encoders, and transformer training algorithms designed specifically to capture complex molecular architectures.
Our core Structure-Property-Function models predict real-world mechanical, thermal, and structural performance with unprecedented accuracy.
Grounded in physical reality
We prevent "hallucinated" molecules by embedding thermodynamic guardrails directly into our AI code.
Our engine deploys advanced Rheology models to predict flow and viscosity, alongside dedicated Thermoset polymer models to design highly complex, cross-linked materials that traditional AI cannot map.
Genetic algorithms & nearest neighbour matching
Finding the perfect molecule is like searching for a needle in a haystack of billions of options.
We run advanced Genetic Algorithm workflows to actively generate and evolve candidate molecules, combined with Nearest Neighbour Matching algorithms to screen the entire known design space for optimal performance, cost, and compliance targets simultaneously.
Screening out risks from millisecond one
We don't retrofit sustainability; we design for it from the very first calculation to prevent late-stage qualification failures.
Our engine runs automated, in-loop ML screening utilizing proprietary Biodegradation algorithms, Toxicity algorithms, and Life Cycle Assessment (LCA) models to screen every design for compliance with REACH, PPWR, and PFAS restrictions.
From data to discovery
You define the target mechanical properties, thermal specs, cost targets, and compliance requirements.
We deploy our quantum simulations and polymer informatics database to de-risk structures before lab work begins.
Our genetic and structure-property-function algorithms calculate the optimal molecular architectures.
Our polymerization algorithms calculate the exact, most cost-effective synthetic pathway.
Our high-throughput lab synthesizes and tests the actual material samples.
We deliver a physically validated polymer sample along with a comprehensive platform-generated performance and compliance report.
From code to physical samples
AI predictions are only as good as the physical validation that backs them. Once our engine identifies the optimal molecular design, we translate it directly into real physical samples.
Our software features a unique, automated decision tree that translates the predicted molecular values directly into instructions for our high-throughput polymerization equipment. This ensures seamless, error-free synthesis in our physical labs.
Our partially automated synthesis and characterization lab physically tests these samples, feeding the experimental data back into our database to make our models continuously smarter.
Why polySCOUT?
Traditional R&D is slow and costly. Generalist materials platforms manage data but don't validate physically. polySCOUT is the only polymer-native specialist combining proprietary data, advanced physics-informed models, and a high speed lab loop to guarantee real-world success.