Metadata Filtering

Metadata filtering restricts ANN search to vectors whose associated structured attributes — such as document type, date range, user ID, or category — satisfy a predicate before or after the vector similarity comparison. Pre-filtering narrows the search space before distance computation; post-filtering removes results that fail attribute checks after ANN search. Pre-filtering risks degrading ANN recall on small result sets, so vector databases implement hybrid strategies to balance accuracy and speed.