There are many products which are licensed for non-commercial purposes, either paid, free or opensource.
Assume there is a company testing and prototyping some ideas of new products. This does not directly generate revenue, and will not be part of the final product. But the knowledge gained through this experiments will end up in a product.
Does this research stage count as commercial usage?