
The intelligence layer for biological and chemical processes.
Built for the infrastructure you already have.
The Difference
Process development in a fraction of the time. Your team focuses on decisions, not debugging.
Applications
Our platform works with standard laboratory automation hardware and adapts to your specific experimental workflow.

Find the right conditions faster. Optimize reagents, protocols, and parameters in fewer iterations.
Define your target readout and constraints. Active Learning designs the next set of experiments, learns from results, and iterates until your assay performs. Works with plate readers, liquid handlers, and imaging systems. Typical campaigns converge in 5x fewer iterations than Design of Experiments (DoE).
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Fewer failed batches, less experimental runs to find optimal conditions.
Track critical process parameters across batches and scale from bench to production. Predict deviations before they impact yield. Connects to continuous sensor readouts, downstream measurements like mass spec, and adapts the process automatically. Compatible with standard bioreactors and industrial control infrastructure.

Protocol development for stem cell differentiation and adaptive culture processes.
Set your growth and reproducibility targets. Handle multi-objective trade-offs between growth, viability, and yield. Identify root causes of unexpected outcomes through causal attribution analysis. Integrates with plate-based or suspension culture systems.
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Experts in Bayesian optimization, lab automation, and bioengineering. From TU Munich, Helmholtz Institute and Harvard Medical School.Building the control layer for next generation life science infrastructure.