AI for Technical Documentation
Engineering organizations have decades of knowledge locked inside PDFs, manuals, and procedures that nobody can search effectively. I build AI systems that make that knowledge accessible — at the speed operations actually require.
This is the vertical where I have the most depth: 22 years inside technical operations, combined with hands-on experience building production RAG systems.
Services
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Technical Document AI
Custom AI assistants trained on your documentation. Natural language queries, cited answers, API integration.
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RAG for Engineering
End-to-end RAG architecture and implementation for complex technical corpora. Includes evaluation framework and architectural documentation.
Case Studies
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AI Research Assistant — Quiet Links
RAG system for 200+ academic papers. Delivered in 6 weeks. Client saved an estimated year of solo development.
Articles
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Building a RAG System for Technical Documentation
A practical guide: document ingestion, chunking strategy, vector search, and LLM integration.
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The Hidden Cost of Buried Knowledge
Why engineers spend days searching for information that should take minutes to find — and what to do about it.
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Why Most AI Projects Fail
80% of AI projects fail. Technology is rarely the culprit. What actually kills them and how to avoid it.