How are you trying to feed the products into the Recs engine? Are you passing values on the page (using targetPageParams() function), using feeds (csv, google product feed, Analytics Classification) or via API? Have you been uploading the products to "all environments" or to a specific one?
What shows up on the Catalog Search page (Target > Recommendations > Catalog Search) when you search for a product?