[YeGoblynQueenne]

Code generation is quite possible. See for example the one-shot program induction in Excel's FlashFill:

https://people.csail.mit.edu/rishabh/papers/cacm12.pdf

Which btw is absolutely an artificial intelligence application albeit one that has nothing to do with neural nets and deep learning.

Perhaps, if your company has trouble with acquiring data and training large deep neural nets, you could benefit from looking at other techniques that do not have such stringent requirements and that are much better suited to smaller companies (i.e. anyone but Google, Facebook, Amazon, Netflix et al).