Classical APC optimizes setpoints. Chemical plants also need agents that understand why a deviation matters — reaction windows, impurity limits, batch genealogy, and when data is missing.
What “reasoning about chemistry” means
An agent that only mirrors a PID loop will miss soft constraints: “this grade cannot tolerate that impurity,” “this catalyst ages differently after a shutdown,” “the lab assay lags the analyzer.” Chemistry-aware agents bring those constraints into the decision, with uncertainty visible.
Human-in-the-loop is a feature
Autonomy without accountability fails audits and plant culture. Process Control Agents propose and explain; operators and engineers remain accountable. That is how you keep plants aligned with design intent without handing the plant to an opaque policy network.
Where it sits in the stack
FormulaIQ invents the product. Studio Pro designs the process. Agents keep the running plant on-spec. One continuum — molecule to plant — with the same physics-informed posture at every layer.
