Blog · Working with AI

AI programmers for SMBs: what they do and how to choose the right one

What an AI programmer actually does (and doesn't)

An AI programmer builds software where an AI model (like GPT-4, Claude or Gemini) performs a task that used to be done manually: understanding text, classifying, summarising, or holding a conversation. That's a specific layer on top of regular software development — you still need to know how to set up a database, build an API and secure a system. The difference from a "regular" developer is in the layer in between: prompt engineering, constraining AI to reliable answers, evaluating whether output is correct, and knowing when a task doesn't actually need AI at all.

What an AI programmer is not: someone who solves everything "with AI" just because they can. The best AI programmers I know (and what I try to be myself) say "you don't need this" at least as often as "I can build this for you".

AI programmer vs traditional developer vs no-code specialist

These three roles overlap but aren't interchangeable. A traditional developer builds software without necessarily involving AI — fine for a webshop or booking system without any smart components. A no-code specialist (think Bubble, Webflow, or automation with Zapier/Make) builds quickly within a platform's limits, but gets stuck once the logic becomes AI-specific or business-specific. An AI programmer combines classic software knowledge with an understanding of how language models work, what they're good at, and where they become unreliable.

In practice you're often not looking for one label but for someone who can switch between these three — building a classic database, adding an AI step where it genuinely adds value, and using an automation tool where that's faster. See also my comparison of AI automation tools for exactly where that line sits.

When do you actually need one?

• You want a chatbot or assistant that answers questions based on your own business data, not a generic widget.
• You process a lot of text by hand — customer emails, quote requests, documents — and want that categorised or summarised automatically.
• You're considering an AI agent that carries out steps on its own, not just answers questions. That requires specific guardrails a generalist developer often doesn't know.
• You've already tried standalone AI tools (ChatGPT, Zapier with AI steps) and are hitting the limits of what those tools can do.

If your answer to all four is "no", you probably just need a good developer or a no-code specialist — not someone specifically labelled "AI programmer". That's exactly the honest advice I give when a project like that lands on my desk.

What I do as an AI programmer at ultimAItech

Alongside websites and custom software, I work as an AI trainer at Outlier.ai, where I evaluate and improve the quality of ChatGPT, Gemini and Grok responses on a daily basis. That work gives me a constant, hands-on view of where these models are strong and where they fail — knowledge I carry directly into client projects. I know first-hand how an AI model reacts to an unclear instruction, why it sometimes invents facts, and how the right setup largely prevents that.

ultimAItech is registered with the Dutch Chamber of Commerce (KvK 98782800) and based in Wanneperveen. I work on every project myself — no account manager between you and the developer, no team of juniors executing while a senior sells it. At VYBR!S, I built a full AI chatbot platform serving multiple clients at once, and in order flow automation projects for various SMB clients, I combine AI classification with classic workflow logic.

How do you work with an AI programmer?

A good project follows roughly these steps:

1. Intake — I ask about the problem, not the desired technology. "I want an AI agent" is a solution, not a problem.
2. Feasibility check — I test with real data whether an AI model solves the problem reliably enough, before anything gets built.
3. Build with interim demos — you see working pieces along the way, not a black box until delivery.
4. Evaluation — we test with edge cases and bad input, not just the nice examples.
5. Handover or maintenance — you manage it yourself, or I keep an eye on it monthly.

Project type	Indicative price	Example
Add an AI step to an existing process	€500 – €2,000	Automatically classify and summarise emails
Custom chatbot	€1,500 – €5,000	Assistant trained on your own business data
Multi-step AI agent	€3,000 – €10,000+	Agent that processes, checks and escalates requests
Custom platform with an AI core	On request	Like the multi-tenant platform built for VYBR!S

What to look for when hiring (green flags)

• Asks for real sample data before quoting a price or timeline.
• Explains where the model can fail, not just what it's good at.
• Builds in evaluation and logging from day one, not as an afterthought.
• Has demonstrable experience with AI models beyond "writing a prompt" — for example training, evaluation or QA work.
• Is willing to say "no" when AI isn't the right solution for your problem.

What you get with ultimAItech

• Direct contact — you work with me, not a rotating team
• Honest feasibility check — before we start building, we test whether it actually works
• Hands-on experience from AI training — daily work at Outlier.ai translated into your project
• Fixed price per phase — no open-ended hourly billing
• Dutch, German and English — practical for SMBs with customers across the border

Also see our broader custom software and AI services, or read how I keep AI agents specifically reliable in my article on AI agent best practices.

Frequently asked questions

What's the difference between an AI programmer and a regular developer?

A regular developer builds software without necessarily involving AI. An AI programmer adds knowledge of how language models work, prompt engineering, evaluating AI output, and building guardrails to keep it reliable.

Does my SMB actually need an AI programmer?

Only if you want to automate a task that needs to understand, generate or judge text — or an agent that carries out steps on its own. For simple workflow automation without an AI component, you often just need a regular developer or a no-code specialist.

What does it cost to hire an AI programmer?

That depends heavily on scope: adding a single AI step to an existing process starts around €500, a custom chatbot runs €1,500-€5,000, and a full AI agent or custom platform starts from €3,000. I work with a fixed price per phase, set after a feasibility check.

Can I trust a freelance AI programmer without a big agency behind them?

Often that's actually better — you work directly with the person building it, without an account manager in between. Look for demonstrable experience, references, and whether they're willing to say "no" when AI isn't the right solution.

What's the difference from an AI consultant?

A consultant often advises without building anything themselves. An AI programmer does both: advises on what's feasible, and actually implements, tests and hands it over.

Conclusion

A good AI programmer is neither a magician nor a hype salesperson — it's someone who understands your process, knows when AI is and isn't the answer, and then builds it solidly. If you're unsure whether your idea actually needs AI, that's exactly the conversation I'm happy to have before anything gets built.

Considering an AI project for your business? Book a free call or send a WhatsApp message. I'll give you an honest answer, even if that means you don't need an AI programmer (yet).