Searching data using semantic similarity alone is flawed. Graph-aware retrieval is the way to go. The basic implementation runs flat retrieval to select records that match a query. This ranks records by semantic similarity and returns the closest matches from the store. This works well when you store the information you need in independent records, but it fails when you need to understand relationships between facts. Graph-aware retrieval is a huge upgrade. It has three components: 1. It…