Building AI-Powered Search for Your App: Vector Search, Hybrid Search, and Semantic Ranking from Scratch

📰 Dev.to · HK Lee

Traditional keyword search fails when users search with intent, not exact terms. Learn how to build production-ready AI search with vector embeddings, hybrid search combining BM25 + semantic similarity, and LLM-powered reranking. Complete guide with pgvector, TypeScript code, and real-world architecture patterns.

Published 23 Mar 2026
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