FAQ · AI SYSTEMATIZATION

Answers, from the person who does the work.

One operator, end to end — from diagnosing where your operations lose time to a running system I keep supported. AI goes in only where it genuinely speeds things up, never for its own sake. Here's what people ask before we start.

Working with a solo engineer

Who actually does the work?

One engineer, end to end: discovery, design, code, deployment and support. The person you talk to is the person who builds it, so nothing is lost in handoffs.

Technology

Where does AI fit?

Only where it earns its place: smart search, drafting, turning a link into structured data. Where a plain rule does the job, I say so and leave AI out.

What is the stack, and who holds the keys?

TypeScript, React, Next.js, Node and Postgres on standard cloud infrastructure with Docker. Everything is deployed on your domain and handed over with full access and documentation.

Ownership

Who owns the code?

You do: source, repository, design and data. Nothing is locked to my hosting, and any competent developer can take the system over.

Process

How does an engagement start?

With a conversation about the task, not a feature list. I want the process you are trying to fix; then we agree scope and build in steps you can test.

Support

What happens after launch?

You choose: ongoing support with monitoring, updates and small improvements, or a clean handover of code, documentation and access. Either way you are never locked in.

See services & packages

Still have a question? Just ask

I answer myself — no account managers, no scripts.

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