Give Your AI Agents a Real Memory with RAG

Ready-to-go AI Agents are available on Latenode 🚀

RAG is Essential for AI Agents

Without RAG, your AI agents are flying blind - limited to their prompts and whatever data they can pull in real time. They can’t “remember” past interactions or access your unique knowledge base 💡

RAG changes that. By storing and indexing your documents, images, and structured data, your agents can:

Answer with precision — retrieving only the most relevant facts.
Stay consistent — using the same source of truth for every reply.
Scale effortlessly — no need to retrain models or rewrite prompts for new data.

This means fewer hallucinations, faster responses, and higher trust from your users - all while keeping control of your proprietary information.

How RAG Works in Latenode

Upload & Index

Drag-and-drop PDFs, text, images (with OCR), or other files. We automatically chunk and embed them for high-accuracy retrieval.

Search Instantly

Add a RAG Search node to any workflow, pick your storage, ask in plain language, and get the most relevant chunks in milliseconds.

Power Smarter Agents

Connect the search results directly to an AI Agent node so your bots can answer with context from your docs - whether for chat, support, or multi-agent automations.

Build document-aware workflows without writing a single retrieval query.

Start Building with RAG