Material cost is only half the truth

 
Material performance influences process cycle time, correction cycles and delivery time. High process performance needs to be target of the development to provide formulations with high production effficiency. Transfer into a production scale should include process controls from the beginning to avoid variation propagation as early as possible. Q-Chain Process AI and Liquid Color Measurement are two examples how to evaluate data and use it along the value stream chain.