Affine, with the help of its partners, maintains a metadata index of the entire video web. Affine processes subsets of this index using Computer Vision technology based on demand from advertisers. Affine generates “premium” content channels and makes certain guarantees to the advertiser regarding the content. Affine then acts as a buyer for these videos, and works with the publishers to target advertising against the specific videos that have been selected.