Edge AI is when your results are calculated on or near the device (such as a camera) that captures the data you are analysing, either because you need answers in real-time, or because sending data to the cloud for analysis will be too costly.
For instance, an autonomous delivery robot relies on edge AI for instant safety responses due to numerous sensors generating extensive data, unsuitable for cloud analysis.