We are an AI integration
engineering firm.
Not AI consultants. Not software generalists. We specialise in one thing: engineering AI into your business in a way that actually works.
"The businesses that will win the next decade are not the ones with access to the best AI — they're the ones that integrate it best."
Muljin exists because the AI opportunity is real, but most organisations can't capture it alone. The gap isn't ambition — it's execution. Building AI that works reliably inside a business requires deep technical expertise, careful process design and a practical understanding of how people actually work.
We were founded by engineers and operators who spent years watching promising AI projects fail not because the technology wasn't ready, but because the integration wasn't right. We built Muljin to close that gap.
Today, we partner with businesses across industries to engineer AI integrations that deliver measurable, lasting productivity gains — not pilot projects that quietly fade away.
AI integration. Full stop.
We don't do general IT consulting or software development. We specialise exclusively in AI integration engineering. That focus means deeper expertise, sharper methodology and better outcomes for our clients.
Built to be used, not just deployed.
An AI integration isn't finished when it's technically live. It's finished when your team is using it consistently and the results are measurable. That's the standard we hold ourselves to on every engagement.
The principles that guide every engagement.
Engineering Over Advice
We don't produce reports for the shelf. We build working integrations. Our value is measured in systems that function reliably, not decks that recommend action.
Outcomes Over Output
We measure success by the change in your business — time saved, errors eliminated, revenue generated — not by the number of integrations we ship.
Precision Over Breadth
We would rather do fewer things exceptionally well than spread ourselves thin. Every client gets focused attention and senior expertise, not junior delivery teams.
Adoption as a Deliverable
Technology that isn't adopted is wasted money. We treat user adoption as a formal deliverable on every project — with measurement, iteration and accountability.
The difference between AI consultants and AI engineers.
Most firms offering "AI services" are either general management consultants who've pivoted to AI, or software agencies building generic chatbots. Neither is what a serious AI integration engagement requires.
Muljin sits at the intersection of AI model expertise, business process design and engineering delivery. We understand the models deeply enough to know what's possible. We understand business operations well enough to know what's worth building. And we have the engineering capability to build it properly.
Deep AI model expertise
We work across all major frontier models and understand their capabilities, limitations and ideal applications.
Business process design
We map and redesign processes before integrating AI — ensuring we're automating the right things, in the right way.
Production-grade engineering
Our integrations are built to enterprise standards — secure, documented, tested and maintainable.
Sector-specific experience
We bring pattern recognition from cross-industry AI deployments — knowing what works and what to avoid.
Senior engineers and AI specialists,
not account managers.
Every Muljin engagement is led and delivered by experienced engineers. You work directly with the people building your integration.
Alex Muljin
Founder & Lead Engineer10 years in enterprise software engineering, the last 4 specialising in LLM integration and AI workflow design across financial services and professional services sectors.
Sara Renwick
AI Systems ArchitectFormer NLP researcher turned industry engineer. Leads the architectural design of every integration — ensuring scalability, security and production reliability from day one.
James Park
Head of EnablementSpecialises in the human side of AI adoption — designing training programmes that drive lasting behaviour change and measuring adoption outcomes with precision.
Ready to work with an AI integration team that delivers?
Book a discovery call and speak directly with a senior engineer. We'll listen, ask the right questions and tell you honestly what's achievable — and what it will take to get there.
Book a Discovery Call