The phrase "AI developer" gets thrown around a lot right now. It covers everyone from data scientists with PhDs to consultants who've done a prompt engineering course to people who actually build working software with AI in it. If you're trying to hire someone to help your business with AI, you need to know which of those you actually need, and how to tell them apart before you sign anything.

This guide is for Australian business owners who want to get something built, not just get a strategy deck.

What an AI developer actually does

An AI developer is a software developer who builds applications that incorporate AI capabilities. They write code. They connect APIs. They build the thing that runs in your browser or your back-office system. They test it, deploy it, and make sure it keeps working.

They are not a data scientist. A data scientist trains custom models from scratch using large datasets. Most businesses don't need that, they need someone who can use existing AI models (from OpenAI, Anthropic, Google, and others) and connect them to real systems in useful ways.

They are not an AI consultant. A consultant tells you what AI could do for your business and writes a report about it. An AI developer builds the thing. These are very different services, and they shouldn't be confused.

If you want something built, an AI chatbot trained on your documentation, a document processing tool, an automated quoting system, you need a developer, not a consultant. If you're still exploring what AI can actually do for your business, that's a good place to start before scoping a project.

The types of AI work: integration, automation, and custom models

Most AI work for Australian businesses falls into three categories. Understanding which you need saves you from hiring the wrong person.

AI integration

This is connecting your systems to existing AI models via an API. You're not training anything, you're using OpenAI, Anthropic, Google, or another provider's model and building a product around it.

Examples: a customer service bot that knows your products; a tool that summarises uploaded documents; a drafting assistant for your team. This is the most common type of AI work for small-to-medium businesses, and it's where a good software developer with AI API experience adds the most value.

Automation with AI

This is using AI to handle tasks that previously required a human decision, classifying incoming emails, extracting data from forms, routing support tickets, generating first drafts for review. Often combined with existing automation platforms (Zapier, Make, n8n) or custom workflow code.

Custom model development

Building or fine-tuning a machine learning model on your specific data. This is genuinely expensive and specialist work, you need real machine learning expertise and a significant dataset to make it worthwhile. Most businesses don't need this. If someone is pushing you toward custom model development without a clear explanation of why off-the-shelf models won't work, ask questions.

What to look for when hiring

The skills that matter for AI development are, first and foremost, software fundamentals. An AI developer who can't write clean, maintainable code, design a sensible database schema, or build a secure API is going to produce fragile, unmaintainable software regardless of their AI knowledge.

On top of solid software skills, look for:

Practical AI API experience. Have they actually shipped projects using OpenAI, Anthropic, or similar APIs? Can they show you examples? It's easy to talk about AI in the abstract, look for evidence of building real things.

Prompt engineering that's grounded in reality. Prompt engineering is real work, but be wary of anyone who treats it as a magic skill. The best AI developers combine good prompting with good software architecture, they don't just rely on prompts to fix everything.

Understanding of RAG (retrieval-augmented generation). If you want an AI tool that works from your specific data, your documents, your product catalogue, your knowledge base, you need someone who knows how to build retrieval systems. This is a core skill for most practical AI projects. Our AI development services page explains more about how we approach this kind of work.

Awareness of AI limitations. The best AI developers will tell you clearly what the technology can and can't do. If someone only ever tells you what AI can do, that's a signal to probe harder.

Questions to ask before you hire

"Show me something you've actually shipped with AI in it." Not a prototype, not a demo, a real product or feature that a real business uses. If they can't point to one, that's important information.

"Walk me through how you'd handle hallucinations in this use case." AI models make things up. A developer who hasn't thought about how to mitigate this, test for it, and handle it in production isn't ready to build something your business depends on.

"What happens if the AI provider changes their pricing or API?" This is a real risk. A good developer designs systems that aren't completely dependent on one provider and can discuss how they'd handle this.

"What would you not use AI for in this project?" The honest answer is always "quite a few things." Anyone who thinks AI is the right tool for every part of a system is either overselling or underexperienced.

"Who will actually build this, you, or a team?" The person in the meeting may not be the person writing the code.

What it costs: realistic Australian market rates

Expect to pay $150–$250/hour for a quality Australian AI developer or small agency. The market for AI skills has a premium on it right now, so rates toward the upper end are common for experienced practitioners.

For project-based work:

• A simple AI integration (a chatbot or document summariser wired into your existing site): $8,000–$25,000 depending on complexity
• A custom AI-powered tool (built from scratch, with your own data, UI, and admin): $30,000–$80,000
• An ongoing AI feature added to an existing product: $15,000–$50,000 depending on scope

Be cautious of very low quotes. Building AI tools that work reliably in production, not just in demos, takes real engineering time. A cheap quote often means something important has been left out, or it's being built by someone without production experience.

Offshore AI development has all the usual risks of offshore development, plus additional ones: AI projects require close collaboration on requirements, fast iteration, and tight feedback loops. Timezone and communication overhead compounds these problems significantly.

AI consultants vs AI developers, know the difference

This distinction matters enough to say clearly.

An AI consultant will assess your business, identify AI opportunities, and give you a roadmap. This can be valuable if you're genuinely unsure where to start. But it's a strategy service, not a building service. At the end of the engagement you'll have a document, not software.

An AI developer, or a small agency with AI development capability, will scope a specific project, build it, deploy it, and hand it over to you running. At the end of the engagement you'll have working software. It's also worth understanding the difference between a traditional developer and an AI-augmented developer, the latter can often deliver the same result faster and at lower cost.

Many businesses in Australia spend $10,000–$30,000 on AI strategy consulting before ever getting anything built. If your goal is to have something working, start with someone who builds.

That said, a thoughtful developer will do a proper scoping conversation before any code is written, and that conversation should surface the strategy questions anyway.

How Code Workshop approaches AI

At Code Workshop, we're a software development agency based in Bowral, NSW. We build AI-powered tools for Australian businesses, chatbots trained on client documentation, document processing systems, AI-assisted quoting tools, knowledge bases, and more.

We work with the major AI providers, OpenAI, Anthropic, Google, and choose the right model for the job rather than defaulting to one. We're honest about what AI can and can't do, and we'll tell you if we think a different approach would serve you better.

We don't do AI strategy consulting. We build things.

If you want to have a straight conversation about a specific AI project, we're happy to help.

Learn more about our AI development services · Book a chat