---
title: "The best solution for RAG agents in Make"
description: "Discover the service that can power best-in-class RAG within your Make workflows"
date: 2025-10-21
language: en
canonical: https://lookio.app/blog/rag-agents-make
source: Lookio blog
---
Make (ex-Integromat) is clearly behind n8n when it comes to building AI workflows and agents, including RAG. But does it mean that you can’t have highly reliable knowledge retrieval within your Make workflows?

Absolutely not!

## Implementing reliable knowledge retrieval in Make

The implementation of robust RAG systems is extremely complex anyway: cleaning & formatting the incoming data, embedding pipeline, metadata, chunking methods, retrieval techniques...

This is where [Lookio](/) intervenes as the easiest solution to do AI-powered knowledge retrieval.

3 steps to get started once you’ve setup your workspace:

- **Upload your resource documents** ([PDF](https://lookio.app/product/pdf-ai-assistants), Docx, [URLs](https://lookio.app/product/webpage-ai-assistants), [plain text](https://lookio.app/product/markdown-text-ai-assistants)...)

![Preparing your RAG resources for your Make workflows](../../../assets/blog/upload-resources.webp)

- **Configure Assistants** (context, output guidelines, resources access)
- **Query your Assistants via [API](https://lookio.app/product/api)** to automate retrieval

![Querying Lookio via API in a Make automation](../../../assets/blog/lookio-query-via-api.webp)

Once integrated, you can even embed your assistant directly into your website as a [chat widget](https://lookio.app/product/widgets) to provide instant value to your users.

![Embedding a Lookio assistant via the Chat Widget](../../../assets/blog/lookio-query-via-widget.webp)

Lookio users like to call it “[NotebookLM, but with an API](/blog/notebooklm-api)”.

In Make, you’ll simply have to configure an API call module and follow the instructions provided by Lookio’s API docs, also directly available in the “API details” tab of your Assistants.

## Top RAG use cases for Make automations

Primary use cases include SEO-focused content creation, support chatbots, and internal tools, though high-quality knowledge retrieval can be integrated into many additional business workflows.

It’s now your turn to get started and enjoy best-in-class RAG in your Make workflows! Create your [free Lookio account](https://dashboard.lookio.app/sign-up) and enjoy 100 free credits, no credit card required.