Comprehensive evaluation of entity extraction APIs
LinkTV did a comprehensive test to determine how OpenCalais, Zemanta, Evri, Alchemy, Yahoo APIs and others perform tasks of 'content understanding' such as named entity extraction, related content search, image search, etc.
This is a tremendously useful resource, with all the major players compared/contrasted. This could save a lot of people a lot of hard work.
great analysis