Helping you build AI that works Pragmatic solutions for your business

Expert guidance for LLMs & AI Systems

Since 2019, I've built AI systems that deliver ROI. Unlike typical consultants, I focus on battle-tested patterns that actually work—combining LLMs, vector search, and data pipelines into systems your team can maintain.

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Portrait of Nicolay Christopher Gerold

How I Can Help

RAG-Powered Search Systems

I transform document libraries into intelligent knowledge bases using embeddings, chunking strategies, and context-aware retrieval methods that drastically outperform keyword search.

Multi-LLM Orchestration

I build systems that combine specialized models (like GPT-4, Claude, and Cohere) with task-specific prompting to achieve higher accuracy while controlling costs.

Custom Data Extraction

I develop systems that pull structured data from unstructured documents with 95%+ accuracy, replacing expensive manual processes and enabling new insights.

Autonomous AI Agents

I create purpose-built AI agents that handle multi-step processes autonomously—from customer interactions to data analysis—with human-level reasoning and fail-safes.

Production Optimization

I diagnose and fix underperforming AI systems, typically reducing latency by 40-60% and cutting compute costs by 30%+ without sacrificing accuracy.

My Approach

Unlike consultants who deliver slide decks or black-box systems, I build solutions your team can own and extend:

  • Begin with robust evaluation metrics that directly connect to business outcomes
  • Design for modularity, allowing components to be updated as new models emerge
  • Implement logging and feedback systems that continuously improve performance
  • Build in guardrails and fail-safes that prevent costly AI failures
  • Leave your team with clean, documented code they can maintain without me

Proven Client Results

Industry Solution Measured Impact
Insurance Claims processing RAG system 90% faster document search, 22% reduction in processing time
Finance Investment report analyzer Identified 3 critical market trends missed by analysts, doubled report coverage
Healthcare Medical record extraction engine 97.3% extraction accuracy, $450K annual savings vs. manual processing
Tech Intelligent customer support triage 73% faster response time, 31% increase in first-contact resolution
Legal Case law retrieval augmentation Located critical precedents missed by existing search, 63% reduction in research time
RegTech Natural language compliance interface 83% adoption rate vs. 34% for previous form-based system, 15% improved accuracy

Ready for AI That Actually Works?

Book a discovery call to discuss your specific challenge and learn if my expertise aligns with your needs. No sales pitch—just straight talk about what's possible.

Schedule a 30-Minute Call