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High-speed optical cable manufacturing lines are traditionally controlled using process-automation systems. We present an AI based process assistant that operates on top of the process automation layer. Our process assistant uses process models and quality prediction models to control the manufacturing process in real-time. The system optimizes the process parameters and targets desired product end-quality. Automatic process control leads to higher production efficiency and better end-quality.