So far I have not been convinced by AI models for predicting TBM performance. AI models might be used to assess the human influence on tunnelling (e.g. the operation of the TBM), but I found it doubtful to be used for estimating and assessing other important factors such as the rock properties (e.g. drillability, strength), rock mass fracturing (fracture density and orientation) and rock abrasiveness.