COGNITIVE SYSTEMS

AI and Machine Learning Solutions

Transforming Raw Data into Autonomous Intelligence.

Harness customized Large Language Models, autonomous agentic workflows, predictive analytics, and computer vision systems built for production reliability and privacy.

85%Document Processing Speedup
99.1%Semantic Search Precision
10xOperational Throughput

KEY BUSINESS BENEFITS

Automates repetitive manual document processing and data entry
Private, air-gapped LLM deployments ensuring 100% data confidentiality
Deterministic guardrails eliminating hallucinations and incorrect outputs
Scales operational capacity without linear head-count expansion

Strategic Rationale & Architectural Context

Moving beyond experimental prototypes into dependable, enterprise-ready AI. Durozen architects deterministic, hallucination-resistant AI systems that integrate directly into your CRM, ERP, and communication channels.

The Durozen Methodological Approach

We build layered architectures: combining deterministic business rules, curated vector embeddings, and tailored LLM reasoning. We ensure every AI action is grounded in verified source documents and strictly audited.

Key Architectural Highlights

Hybrid RAG combining BM25 keyword search and dense semantic vector rankings
Stateful agent loops with retry logic, fallback models, and circuit breakers
Strict privacy filters preventing PII from reaching third-party foundation models
Real-time token cost tracking and latency caching layers

Measurable Business Outcomes

Automated 80,000+ monthly invoice and dispatch workflows with 99.4% accuracy
Decreased human support response latency from 45 minutes to 4 seconds
Delivered unified enterprise knowledge search spanning 15 disparate data silos

CORE TECHNOLOGIES & LIBRARIES

PyTorchLangChainLlamaIndexOpenAI / Anthropic APIsPinecone / QdrantFastAPIOllama
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