Recommend compatible complementary products
The merchant wants a cart recommendation that adds something usable with the item already chosen, not a random bestseller. In this case, the immediate task is to recommend compatible complementary products. The workflow should produce a recommendation matrix and offer copy, checking every pairing against the compatibility and inventory records supplied.