RAG Agents (Retrieval-Augmented Generation Systems)

Team: RAG Agents (Retrieval-Augmented Generation Systems)

This team builds RAG-powered AI agents that let companies create and control their own private knowledge bases — systems that can understand, recall, and generate information using a company’s proprietary data.

These aren’t static databases — they’re living intelligence systems that continuously learn, update, and provide instant answers across every department.

Core Mission

To turn fragmented company data — documents, PDFs, notes, emails, sheets, and more — into a centralized, AI-accessible knowledge engine that anyone in the organization can query, train, and expand.

Core Stack in Play

• n8n – The automation backbone that connects data sources (Google Drive, Notion, CRMs, etc.), ingests new content, triggers vector updates, and manages scheduled syncs.
• Supabase – The structured memory layer — used for storage, embeddings, and retrieval. Handles document parsing, vector indexing, and secure data access for the RAG agents.
• Base44 – The front-end interface layer — builds intuitive dashboards and portals that allow users to upload data, query their AI assistant, and visualize responses.

How It Works

1. Data Ingestion – n8n connects all your business tools — Google Drive, Notion, Sheets, CRMs, PDFs, Slack, etc. It automatically pulls in files, cleans the data, and feeds it into Supabase.
2. Vectorization & Embedding – Supabase stores embeddings of all text and structured data, creating a retrieval system that allows the AI to access specific, up-to-date knowledge instantly.
3. Query & Generation – When a user or system asks a question, the RAG agent retrieves the most relevant information from Supabase, then uses ChatGPT or Claude to generate a complete, context-rich answer.
4. Interface & Control – Base44 delivers a sleek, branded interface where users can upload new data, search, or even chat with the company’s own private AI assistant.
5. Continuous Sync – n8n keeps everything live. Every document change, CRM update, or new upload gets embedded automatically — ensuring your knowledge base never goes stale.

Use Cases

• Internal Knowledge Management – Replace outdated wikis and shared drives with an AI that knows every policy, project, and file.
• Customer Support Enablement – Agents can instantly answer customer questions using your product docs, tickets, and CRM notes.
• Sales & Training – Equip new reps with instant context and data-driven guidance pulled directly from your playbooks and reports.
• Compliance & Operations – Keep legal, procedural, and technical data accessible and up to date in one unified intelligence layer.