Recommend compatible complementary products
A merchant wants to suggest useful additional or upgraded products without distracting from the original purchase. In this case, the immediate task is to recommend compatible complementary products. The workflow should produce a recommendation matrix and offer copy, using the merchant's actual records and constraints.