Legacy development risk
Standard discovery systems can generate large volumes of unverified compound shapes, but candidates often fail later because toxicity, bioavailability, regulatory bridging, and manufacturing logic were not resolved early enough.
The cost driver is not only compute. It is the accumulation of unsupported assumptions.