At least for tabular data there is no clear evidence that a neural network is superior than a tree-based model [0]. Many Data Scientist colleagues go straight to neural networks thinking that they will have a better result. Considering the complexity and computational cost, I think it is convenient to evaluate which tool to use for each case.

[0] https://sebastianraschka.com/blog/2022/deep-learning-for-tab...