Active Learning
Innovate faster by supercharging your scientific expertise with machine intelligence. Given your targets and constraints, Albert Breakthrough simulates hundreds of thousands of potential experiments, identifying the most promising candidates – each enriched by your domain knowledge and technical requirements. Every experiment further trains the system, continuously improving predictions and recommendations. Active Learning finds the optimal path to your goals by combining your expertise with high-throughput simulation, ensuring every suggestion reflects real-world chemistry.
Molecular Design
Trained on over 15M molecules, StructurAI applies deep learning to predict any molecule’s physicochemical properties. Screen tens of millions of molecules to forecast physical, chemical, regulatory, and toxicological properties using Graph Neural Networks that outperform EPA’s T.E.S.T. Rapidly assess novel compounds before synthesis, identifying promising candidates and potential issues early in your development process.
Smart Design of Experiment
ExperimentAI suggests optimal new experiments constrained by your domain knowledge, identifying the highest-value tests for future AI/ML modeling. Working within your experimental budget – whether it’s 5 experiments or 50 – ExperimentAI determines which combinations will provide the most information for data-driven decision-making. Maximize the insights from every experiment while minimizing resource expenditure – even “failed” experiments advance your understanding of the solution space.
Rationalization
Use unsupervised learning to automatically identify similar products across your portfolio in real time. As you develop new formulations, discover related products you’ve already created, reducing duplicate work and preventing redundant development. Cluster and analyze your commercial SKUs to streamline your product portfolio, while gaining insights into product relationships that inform future innovation.
“With the addition of Breakthrough, our scientists will have the opportunity to develop with the collective intelligence of our past experiments, and we expect to further accelerate our innovation cycles.”
Ready to accelerate innovation?
Learn how Albert can help your organization work faster and smarter in the lab.