Computational vs. Directed Evolution: A Total Cost Comparison
A practical look at cycle time, screening burden, and program risk when choosing between purely experimental evolution and structure-aware computational design.
← All postsDirected evolution remains a powerful technique — but program economics shift dramatically when you compare total cycle time, screening burden, and regulatory risk against a structure-aware computational design platform.
This article walks through a recent protein engineering program where the computational approach narrowed candidates from tens of thousands to dozens before any wet-lab screening, cutting cycle time by more than half and reducing the total cost per validated variant by an order of magnitude.