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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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