RAG (Retrieval-Augmented Generation)
What is RAG ?
An “AI” RAG is a smart helper that finds and brings together the best pieces of information to answer your questions quickly and accurately. In other words, Retrieval-augmented generation (RAG) is a technique for enhancing the accuracy and reliability of generative AI models with facts fetched from external sources (pdf, doc, txt, ppt, html…) that are relevant to your industry.
We provide 3 levels of AI at your service
Level 0 : LLM
ChatGPT, Gemini and other generic LLMs look smart to understand context but are not experts in your sector. For that, they would have to know everything about your business.
They are able to recognize patterns and answer questions. But GPTs lack domain-specific knowledge. LLMs “hallucinate” answers 20% of the time. These generic LLMs have inconsistencies and superficiality that are not appropriate for an industrial application.
Level 1 : RAG
For commercial applications, you need a RAG. A RAG is able to search for specific information in an existing knowledge base, by combining an information retrieval algorithm with an LLM which will be able to understand the query and provide a detailed response to the user.
A RAG gives you domain-specific knowledge, low hallucination rate and consistency.
A RAG is an expert model that can understand and improve the accuracy of answers in your specific domain. Comparing a RAG to a generic LLM is like asking a question to a 20-year-old expert versus a freshly graduated PhD.
Level 2 : AI Assistant
For industrial applications, you need an expert AI-agent. An expert agent is a knowledge assistant that has a specific purpose.
Domain expertise is the key to AI success in the physical world. The expert agent is able to understand, plan tasks. The expert agent is able to divide tasks into subtasks. Each task has 4 steps: Observe, Orient, Decide, Act, Assess. The Expert Agent prioritizes and plans tasks to solve complex problems.
What are the key benefits or your RAG?
Your RAG combines GPT content generation with information retrieval from your qualified data.
Your RAG enables your organization to enhance the accuracy, efficiency, and relevance of responses while reducing deployment costs and complexity. Your RAG is customizable, flexible, and cost-effective, designed to ensure the security and confidentiality of your data.
This innovation positions your RAG as a strategic asset to leverage advancements in generative AI, save time, and boost overall efficiency within your organization.
Key Features or Retrieval-Augmented Generation
Enhanced Accuracy and Reliability
- Your RAG provides fast access to real-time, up-to-date, and relevant information.
- By incorporating reliable external data for retrieval, your RAG drastically reduces the risk of typical generative model errors, often referred to as “hallucinations.” RAG is minimizing the risk of generating outdated or incorrect responses.
- Your RAG improves response reliability to a professional standard.
Context-Aware Answers
- Unlike traditional models that rely solely on static datasets, your RAG dynamically retrieves information tailored to the user’s intent.
- This ensures responses are not only accurate but also contextually relevant, making it especially valuable for virtual assistants.
- Your RAG improves user experience, especially in customer service and chatbot interactions.
- It leverages knowledge sources you qualify, specifically tailored to your business needs.
Flexibility and Continuous Updates
Updating your RAG is almost free. RAG requires fewer training resources compared to traditional models.
Your RAG can integrate new information seamlessly without requiring full retraining of the model. Simply update the source files serving as the knowledge base.
This ensures your organization stays aligned with the latest data, essential in a constantly evolving environment.
Applicability Across Various Tasks
- RAG is not limited to text generation. It can handle diverse tasks, such as rapid information retrieval, complex data analysis, creating reports in specific formats, preparing responses to RFPs, automated customer support, and generating personalized content.
- This versatility makes it applicable across multiple uses and improve your operational efficiency.
Your Data, Your Infrastructure
- RAG operates on your servers or within your Virtual Private Cloud (VPC), ensuring your complete control and ownership of your sensitive information.
- Unlike US cloud services governed by the Cloud Act, which may expose your data to external access, RAG guarantees your data stays local and secure in Luxembourg.
Protection from Industrial Espionage
- Avoid the risk of competitors or unauthorized parties accessing your proprietary or client data.
- Secure your intellectual property and client information against external surveillance and breaches.
- Ensure your operations meet legal and regulatory requirements while safeguarding your reputation.
Easy and Efficient Management of Unstructured Data
- Your RAG is built to process and integrate various types of information, including unstructured data like documents, emails, and articles.
- This enables your organization to extract actionable insights from a wealth of unstructured data.
- Users gain quick, efficient access to needed information, reducing wait times and increasing satisfaction.
Custom Sovereignty Features
- Tailored solutions, including Custom Single Sign-On (SSO) integration, multi-factor authentication and role-based access controls to align with your organization’s sovereignty policies in Luxembourg.
- RAG.lu is fully compliant with GDPR and other stringent international data protection standards.
- Our open-source solutions provide access to cutting-edge technologies without the high costs of US proprietary software licenses.
Why RAG.lu?
- Unmatched Data Sovereignty in Luxembourg: Your data stays where it belongs with you.
- Built for Privacy-Sensitive Industries: Perfect for sectors like healthcare, legal and finance where data confidentiality is critical.
- 24/7 Sovereignty Support: Enterprise plans include dedicated support to ensure your systems are always protected.
Take control of your AI with a solution designed in Luxembourg for maximum data sovereignty and peace of mind.
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