Generative AI Systems Built for Enterprise Production.
Move past toy demos. We engineer deterministic RAG architectures, multi-agent reasoning graphs, and domain-adapted LLMs connected directly to your proprietary SQL databases and document archives — with zero hallucination risk and strict data compliance.
AutoBridge reduced contract analysis time from 4 hours to 12 minutes with MELOS RAG.
Enterprise AI That Drives Measurable Revenue.
We do not wrap vanilla OpenAI calls in basic widgets. We construct multi-tiered cognitive pipelines tailored to your industry requirements.
RAG Architecture Design
Connect LLMs to private enterprise databases, PDF archives, and knowledge graphs with strict citation provenance and sub-second vector search.
View ArchitectureEnterprise AI Chatbots
Autonomous conversational agents connected to your CRM, ERP, and support ticketing with strict guardrails preventing prompt injection.
View Chatbot SolutionsCustom LLM Engineering
Fine-tune open-weights models (Llama 3, Mistral, DeepSeek) on domain data, quantize for edge inference, and host in your isolated private VPC.
View Fine-TuningMulti-Agent Orchestration
Autonomous agent swarms executing multi-step business workflows, research synthesis, code verification, and ERP updates with human-in-the-loop gates.
View Agent FrameworksDeterministic RAG & Evaluation Pipeline.
Standard vector search fails on real enterprise data because tables, formatting, and cross-document context are lost during basic chunking. MELOS implements a 4-tier ingestion and verification framework.
Hybrid Sparse/Dense Search
Combines BM25 keyword matching with dense semantic embeddings (BGE-M3 / OpenAI text-embedding-3).
Cross-Encoder Re-Ranking
Applies Cohere / BGE re-rankers on candidate chunks to prioritize exact relevant sections before prompt construction.
Automated Hallucination Gates (Ragas)
Validates faithfulness and groundedness before returning responses to users, rejecting unsupported claims.
GDPR & SOC-2 Isolation Guaranteed
Zero customer training retention. Complete data encryption in transit and at rest.
Transforming Heavy Fleet Contract Compliance with Automated LLM Extraction.
AutoBridge processes thousands of municipal vehicle contracts annually. MELOS engineered a multi-modal RAG extraction engine that ingested 80-page scan documents, matched regulatory standards, and produced certified audit reports in under 12 minutes.
Ready to integrate Generative AI into your product?
Schedule a 30-minute discovery call with our AI engineering directors in Warsaw and Addis Ababa.