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Building a Custom Query Parser for PostgreSQL Search

Using tsquery and tsvector indices to build clean, prompt-style search queries for structured tables.

Default search tools can be sluggish. We examine compiling multi-word prompts into structured queries using PostgreSQL's full-text search operators.

We detail building custom parsing layers to clean inputs and caching heavy indices to keep lookup speeds under 5ms.