Enterprise Retrieval-Augmented Generation.
Connect large language models to your private enterprise databases, PDF archives, and knowledge graphs with strict citation provenance, sub-second vector search, and zero-hallucination guardrails.
RAG Architecture Design
Delivery SLA & Metrics
Core Architectural Capabilities
Engineered with production rigor to withstand high transactional throughput and regulatory scrutiny.
Deterministic Grounding
Enforce strict guardrails so the model never answers outside verified retrieval boundaries.
Role-Based Data Filtering
Vector permissions ensuring employees only retrieve documents they are explicitly authorized to view.
Continuous Evaluation
Automated regression tests running daily against real customer queries to prevent degradation.
Production Deliverables
How We Deliver RAG Architecture Design.
Every RAG Architecture Design engagement is executed by full-time senior engineers under strict European legal governance. We don't build prototypes that get thrown away — we engineer modular, tested systems ready to withstand high transaction volumes.
Accelerate your engineering roadmap with MELOS.
Vetted senior talent plugged into your team within two weeks under an EU legal contract from Warsaw.