Case Study: a Fortune 500 chemicals producer reduces manual batch rework with EthonAI

Fortune 500 Chemicals Producer reduces manual batch rework by 72% with EthonAI

The customer, a Fortune 500 chemicals producer, faced a challenge in improving its first-time-right rate for chemical batches. Existing centerlining practices were ineffective at identifying the root causes of process variation, which led to frequent manual rework that pressured capacity and margins. They partnered with EthonAI to address this issue.

EthonAI implemented a solution that identified the root causes of rework and provided recommended setpoint changes for key parameters like viscosity. The vendor built an end-to-end data pipeline to support improved centerlining and gave operators actionable recommendations. As a result, EthonAI helped the producer reduce manual batch rework by 72%.