Personalization & recommendations

The recommendation and notification workflow reacts mainly to immediate interests. Keyword extraction, clustering, journey naming, relevance assessment, ranking, diversification, and timing are handled as separate steps, with human evaluation pressure where relevance judgments are needed.

PAINPinterest needed to move beyond immediate-interest understanding and infer users’ longer-term goals so recommendations and notifications could align to an ongoing journey rather than a single recent action.