Hi, I'm Thom — independent AI consultant & engineer.
I help teams productionize LLM workflows and agents.
- Engineer: RAG, LLM's, AI agents
- Consult: AI strategy, AI architecture, evaluation pipeline
AI projects I have worked on
Deployed autonomous AI agent swarm in Vercel AI SDKthat continuously monitors and analyzes watchlisted company ecosystems, maintaining real-time database updates with zero manual intervention
Improved RAG AI agent recall performance by 30% through consulting the team on testing, evaluating and optimizing the retrieval system.
Enhanced RAG pipeline accuracy by 30% and implemented precise source location retrieval for SEC filing analysis
Developed AI-powered trend analysis feature that automatically extracts insights, identifies investment risks, and highlights portfolio gaps from investor letters
Automated startup discovery pipeline that identifies 10-20 qualified investment opportunities matching specific thesis criteria
Built comprehensive Next.js AI content platform that centralized all content workflows, reducing content production cycles by 60% and improving team collaboration efficiency
Implemented comprehensive evaluation framework to enhance AI agent tool-calling accuracy and improve conversational tonality
Streamlined content generation workflows, reducing production time by 40% while enhancing cross-team collaboration efficiency
Achieved 49% improvement in prediction accuracy (F1 Macro: 0.57→0.85) using satellite imagery and machine learning models
Deployed multilingual AI translation system supporting 10 languages, reducing manual translation workload by 90%
What people say about my work
"Deep practical knowledge of RAG and AI agents is what sets Thom apart. I'd recommend him if you need someone who can bring structure to complex LLM work."
Nolan Rook
Tech Lead, Ecomflow
"Thom translated my strategic vision into a production-ready AI agent. His mix of technical depth and product intuition provided forward momentum throughout, which made our collaboration smooth and energizing."
Susanne van Gendt
AI Strategist, fastpaced.ai
"Thom combines strong technical skills with a clear understanding of business goals. He helped turn early concepts into a focused MVP."
Louise Doorn
Founder, Coachnova.ai
Insights from productionizing AI
Learn the critical metrics that reveal what's actually happening in your RAG pipeline and how to eliminate hallucination by measuring what matters.
