Threat exchange information protection can include receiving security information from a number of participants of a threat exchange community, wherein a portion of the received security information is encoded with pseudonyms by each of the number of participants, analyzing the security information collectively from the number of participants, wherein the portion of the received security information remains encoded, and sending analysis results to each of the number of participants, wherein the analysis results include information relating to the portion.