A computer implemented method for determining provenance and identity of a digital advertising request for an advertisement solicited by at least one of a candidate entity and an intermediary representing the candidate entity, wherein the method comprises identifying a portion of a candidate entity identity comprising:
- identifying, with a processor of a first computing device, a plurality of message metrics associated with a message from a candidate entity;
- converting, with the processor, each of the plurality of message metrics to at least one message embedding, wherein the at least one message embedding represents at least a coordinate in a dimension of a plurality of dimensions;
- combining, with the processor, the at least one message embedding to a coordinate tensor;
- and,
- identifying, with the processor, on the coordinate tensor at least one of (i) at least one candidate entity cluster associated with the least one message embedding and (ii) no candidate entity cluster with the least one message embedding.