AI × Bioprocess
Bioprocess is too complex and too data-scarce for AI to learn from examples alone. The only path to a model that generalizes is to start from what science already knows: the physics. Ark’s world model encodes the multiphysics of bioprocess—mass transfer, cell growth kinetics, chemical reactions—and uses your process data to close the gaps where physics runs out.
Physics handles what can be computed from first principles. Data sharpens the model where it can’t. The result works across scales and cell lines, can simulate what hasn’t been run yet, and gets more accurate with every batch.










