Production quality control is an issue of great importance in the industry. Generating defective products leads to wasted time and money. For this reason, we have attempted to develop a production control system using computational artificial intelligence methods. The system, in its current version, has been developed and tested, using the example of controlling the operation of an injection moulding machine producing plastic elements.