If you strictly want things that are not vector databases, you can choose to categorize each item with multi-hierarchical categories. To query, just filter for

If you strictly want things that are not vector databases, you can choose to categorize each item with multi-hierarchical categories. To query, just filter for items belonging to the categories that interest you. As a bonus, this approach is a lot more interpretable than using embeddings.