Frequently Asked Questions

AI agents for specific workflows, automation pipelines, RAG systems on private data, and developer tools. Not chatbots. Tools that do actual work in real business contexts.

Both. I build tools for my own workflows and take on client projects where AI solves a real problem. If you have a workflow that wastes hours on repetitive tasks, I can probably help.

My background is ten years in audit, capital markets, and advisory across financial services. The method transfers everywhere: structured data, document processing, and repetitive knowledge work. If a task is manual and recurring, it can usually be automated.

We agree timing after scoping the workflow, access, and review needs. A diagnostic, workshop, or prototype has defined milestones. Your technical team can then review and strengthen a successful prototype for production.

Making your content discoverable by AI models such as ChatGPT, Claude, and Perplexity, not just Google. That means structured data, clear expertise signals, and content that AI models can cite when answering questions.

It depends on the project. Common picks include Python, FastAPI, React, Vite, Claude and GPT APIs, Ollama for local models, PostgreSQL, SQLite, and automation frameworks. I use whatever fits the job.

An open-source personal finance tool I built. It categorizes bank activity automatically using rule-based matching and local models through Ollama. All data stays on your machine.

Both, plus training. I offer AI strategy work, corporate workshops, hands-on builds, and 1:1 sessions. I start with the actual problem and choose the format that fits.

Because shipping is the best proof of competence. Documenting projects and sharing tools builds trust faster than a pitch or résumé.

Use the contact form on this site, or email me directly at [email protected]. I read every message.