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 finance and advisory (10 years across audit, capital markets, bonds, and transactions), but the patterns transfer. Structured data, document processing, repetitive knowledge work — AI automation applies across industries.

Most projects ship an MVP in 2–4 weeks. Understand the problem, build fast, test with real users, iterate. No months-long discovery phases.

Making your content discoverable by AI models (ChatGPT, Claude, Perplexity) — not just Google. Structured data, clear expertise signals, and content that AI models can cite when answering questions.

Depends on the project. Common picks: Python (FastAPI), React/Vite, Claude/GPT APIs, Ollama for local LLMs, PostgreSQL/SQLite, and various automation frameworks. I use whatever fits the job.

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

Both. Sometimes a short engagement to figure out where AI fits is the right first step. Sometimes the full build is what's needed. I start with understanding the actual problem.

Because shipping is the best proof of competence. Every project documented, every tool shared — it builds trust faster than any pitch or resume.

Use the contact form on this site, or email me directly at suheilaaita@gmail.com. I read every message.