RAG Integration: Transform Your Internal Data into Accurate and Actionable Insights

Leverage your data without hallucinations Our RAG integration combines retrieval-augmented generation to leverage your enterprise data without hallucinations. Automate document analysis with increased precision, boosting your business process efficiency by up to 70% through factual and traceable responses.

Our Agile Approach for RAG Integration

We implement RAG via an iterative methodology: data audit, secure ingestion into vector stores, LLM configuration for optimal precision, and feedback loops for continuous refinement.

Ideal for: Leveraging internal knowledge bases with rapid 2-4 week PoCs.

95%+

Precision Without Hallucinations

70%

Analysis Cost Reduction

100%

GDPR Source Traceability

RAG Methodology

Data Ingestion

Secure document processing and creation of vector embeddings adapted to internal sources

Augmented Retrieval

Precise semantic search to extract relevant contexts without excessive noise

Optimized Generation

LLM configuration with augmented prompts for factual and traceable responses

Key Benefits of RAG Integration

Responses without hallucinations with >95% precision through verified source retrieval
Complete internal document valorization for instant insights on millions of pages
Hybrid integration with existing systems (Elasticsearch, databases, CRM)
Cost reduction via simple data updates without LLM retraining
Source traceability for GDPR compliance and increased user trust

Enterprise RAG Architecture

Elasticsearch

Data Layer

High-performance vector store with HA clusters

LlamaIndex

RAG Layer

RAG framework with custom embeddings

Claude/GPT-4

Generation Layer

Latest generation LLMs for generation

REST API

Integration Layer

Transparent integration with your systems

Concrete Use Cases

Internal Knowledge Base Chatbot

A RAG system indexes all your technical and commercial documentation (250+ employees, millions of pages). Teams instantly access the right information via a conversational interface. Result: -80% search time, +95% accuracy.

Automated Document Analysis

RAG on legal and contractual documentation for automatic clause extraction and report generation. Result: +35% analyst productivity, -90% error risks.

Augmented Customer Support

Multilingual RAG chatbot with exhaustive product knowledge handling 75% of queries with NPS superior to human agents. Result: ROI achieved in 4 months.

Exclusive Tax Advantage Our RAG projects are eligible for CII/CIR, offering 30% reduction on your investments.

Why Choose AGGIL for Your RAG Integration

✅ Solid experience since 2008 in data management and indexing
✅ Elasticsearch expertise: Cluster administration, vectorization, sub-100ms optimization
✅ Agile methodology with rapid PoCs (2-4 weeks)
✅ Personalized solutions integrated into your existing ecosystem
✅ ROI focus with clear KPIs and continuous monitoring
✅ Exclusive tax advantage: 30% reduction via CII/CIR

Ready to Leverage Your Data with RAG?

Contact us for a free data audit and personalized integration. Our experts will guide you towards agile and data-driven automation.

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AGGIL – RAG Integration Expert since 2008 | CIR/CII Accreditation 2024-2026

📧 contact@aggil.fr | 📞 +33 6 28 07 08 21

RAG Integration: Transform Your Data into Accurate Insights