Data Science, Machine Learning.
works and it works very nicely. For example with a few thousand companies on each side that would work. However with our dataset, in which we have a couple of hundred of thousands names in each list, up to a few millions, this becomes challenging. Simply calculating the TF-IDF is feasible, even