With the help of image recognition and deep learning algorithms, AI can already analyze various materials and objects in real time in different waste streams and identify misthrows. In the future, this should enable more automated and precise monitoring of the waste collection process and show where there is still a need for optimization. But is AI really suitable for minimizing resource consumption and significantly increasing the quality of the individual collection fractions in terms of a functioning circular economy?