Why this work matters now
AI is changing how people search, build, write, research, and make decisions. But many businesses are being pushed toward tools they do not understand, workflows they cannot maintain, and platforms that create more dependency than leverage.
At the same time, a new generation of builders is using AI to create software faster than ever before. That speed is powerful, but it also exposes a gap: many people can now generate code before they understand the systems the code depends on.
My work sits in that gap. I help people understand what the technology is doing, what the risks are, and what decisions are worth making.
Current focus
- AI visibility and citation analysis
- AI search, AEO, GEO, and machine-readable public presence
- Systems architecture for AI-assisted projects
- Workflow and automation review
- Founder and SMB technology advisory
- Practical AI education through the AI Dictionary
- Codex Vitae, an AI-assisted digital legacy platform
Founder of Codex Vitae
I am the founder of Codex Vitae, an AI-assisted digital legacy platform focused on preserving memories, digital assets, personal history, and final directives for future generations. That work has required deep thinking about AI, security, privacy, data structure, consent, narrative systems, and the long-term meaning of digital life.
How I work
I prefer direct, evidence-based work. I would rather show the actual technical gap than invent a vague maturity score. I would rather explain a system clearly than bury a client in jargon. I would rather build a practical roadmap than sell a tool that creates more confusion.