The suggestions of objects in a real-time collaboration tool can be accomplished by first forming a first vector representing an object utilized in the real-time collaboration tool. The vector can then be compared to a plurality of vectors representing a plurality of objects stored in a database to locate one or more vectors similar to the first vector. One or more of the plurality of objects stored in the database can be recommended to a user of the real-time collaboration tool based on the comparing.