Industry folklore says a painful fraction of formulations that work in the lab fail in the plant. The exact percentage varies by segment — the mechanism does not.
Why scale-up breaks recipes
- Mixing and heat transfer regimes change with volume.
- Control uncertainty and impurity profiles differ from the lab.
- The team that designed the formula and the team that runs the process use different tools.
What a process digital twin changes
Studio Pro keeps thermodynamics explicit, shows AI corrections separately, and quantifies off-spec probability under control uncertainty (e.g. Monte Carlo scenarios) before capital is committed.
Formula-to-process handoff on a shared CAS backbone is how we attack the organizational wall — see Studio Pro and Process Control Agents.
