laravel vector database

Laravel Embeddings, Vector Databases, and RAG: A Production Implementation Guide

Most Laravel applications query for exact records. Semantic AI features require something fundamentally different — the ability to query for meaning. This guide shows you how to implement embeddings, configure pgvector with Laravel 11/12, and wire up a full RAG pipeline that holds up in production.

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