Five kinds of systems for small and mid-sized companies. Start with AI Shadowing if you are not sure which one comes first.
Before building anything, we spend a few weeks with the people who do the work. We measure where the hours go, collect every automation idea and rank them by impact, confidence and ease. You get a shortlist with effort and expected savings, and the first use case is ready to pilot.
AI consulting & AI ShadowingBubble size: confidence
Most of the hours we find in AI Shadowing go into moving information between systems: reading an email or a PDF, checking it against the ERP, writing the result somewhere else. We automate those steps with a mix of plain code and AI, and keep a person in the loop wherever a mistake would be expensive.
AI workflow automationEvery step logged: inputs, outputs, tool calls, tokens
An assistant is only as good as what it can look up. We connect yours to the documents, systems and rules your company already has, make it show where each answer came from, and make sure it only shows people what they are allowed to see. For staff in Teams or the browser, and for customers on your website.
AI assistants & knowledge baseUp to what amount can a department head approve a purchase?
Up to 500,000 HUF the department head approves; above that, the CFO.
Procurement policy, section 4.2
We build Model Context Protocol (MCP) servers that let Claude, ChatGPT, Microsoft Copilot and other AI assistants work with your product, database or internal systems, under the same access rules your users already have. And we teach your engineers to build the next one.
MCP server developmentAI assistants
MCP server
Your systems
Language models get the headlines, but a lot of value still comes from classic machine learning on your own numbers: how much to bake, what a property is worth, which customer is about to leave. We build these models, prove them on your history before anyone relies on them, and run them where your team already works.
Machine learning & forecastingA few sentences are enough. We reply within one business day, usually with a couple of questions and a suggestion for a 30-minute call.