Insights, Guides & Expert Articles

I Built a Document Q&A System Without a Single Vector - Here's How

Vectorless RAG is a lightweight approach to document question-answering that combines keyword search, knowledge graphs, and optional reranking to deliver cited, trustworthy answers without embeddings, vector databases, or complex ML infrastructure.

Read Article