Three dashboards, three numbers for the same campaign. The cause usually sits upstream of the reporting tool, in a missing marketing KPI definition, an unnamed owner, and an undeclared source of truth. Here is what data...
The Benefits of Data Governance - Background
Gartner puts the average annual cost of poor data quality at USD 12.9 million per organization. The figure is large enough to feel abstract, and that is part of the problem. The cost arrives in small...
What Is Data Governance - Background
Your company already governs its data. The question is whether anyone wrote the rules down. Every company has data governance. In most mid-sized firms, it lives in the heads of three or four people who know...
Why Are LLMs Weaker in Hungarian - Background
On a Hungarian factual question set, GPT-4o answers roughly half the questions correctly. The same class of model is far ahead of that in English. The gap is structural, it has four separate causes, and it...
What the EU AI Act Means in Practice - Background
The EU AI Act is the world's first comprehensive law on artificial intelligence, and it reaches further than most executives expect. If your company builds, buys, or simply uses an AI system whose results touch anyone...
Which Customer Record Is the Real One - Background
Poor data quality costs the average organisation $12.9 million a year, according to Gartner. For a wholesaler, a large share of that bill begins with one quiet problem: the same customer lives in several systems, and...
What Does an AI Project Really Cost - Background
Over the past few years, I have guided several Hungarian companies through their AI implementations, and one pattern shows up almost every time: by the end of the project, the cost exceeds the quoted amount. The...
Mi tartja vissza a cégét a mesterséges intelligencia bevezetésétől - Background
The technology exists. It is affordable. For a growing share of companies, it already pays for itself. So the honest question for any leader in 2026 points inward: what keeps your company from moving? The technology...
A frontier AI model was on the market for three days. Then the US government took it off. On the evening of June 12, 2026, Anthropic disabled access to Claude Fable 5 and Claude Mythos 5...
A szoftver, amit a dolgozók csendben kikerülnek - Background
Most enterprise software fails quietly. Nobody files a complaint. The system goes live, gets logged into about once a week, and the real work drifts back to spreadsheets, email threads, and a shared file nobody owns....
From Open to Owned - Background
A Hungarian mid-market CFO recently asked us a question we keep hearing in different forms: "If we wait two years before starting with AI, will we still have a real choice, or will it already be...
Geopatriation and the New Cloud Reality - Background
By 2030, more than 75% of enterprises outside the United States will have a digital sovereignty strategy, supported by a sovereign cloud strategy. This Gartner prediction signals a structural shift in how enterprise IT will be...
The End of Cloud-First - Background_new
In February 2026, Cloudian published a number that should make every CFO and CIO pause: 93% of enterprises have already moved at least some AI workloads back from public cloud, are doing it right now, or...
Why Claude Is Suddenly the AI Conversation Everyone Is Having - Background
The AI market is reorganizing itself. Not because a new powerful model arrived — they arrive every few months now — but because the priorities are changing. From capability to reliability. From demos to operational integration....
Shadow AI at work - Background
Your employees are already using AI for work — you didn't approve how they're using it. After 15+ years of data and AI projects, we see the same pattern at almost every client: uncontrolled AI use...
AI is not the problem - Background
AI adoption has accelerated dramatically. A growing share of professionals already rely on AI tools for research, ideation, and decision support. On the surface, this looks like a straightforward productivity gain. But a structural gap is...
AI, ANI, AGI - Background
Artificial intelligence is now everywhere—embedded in tools, products, and boardroom conversations. At the same time, it is the subject of increasingly extreme claims: some treat it as a simple productivity layer, others as an imminent autonomous...
From Video to Insight - Background
Most organizations operate with a blind spot: they measure outcomes but don’t see what actually happens within the process. Activities are carried out, decisions are made, and work progresses — yet this layer largely remains unseen....
When Activity Recognition Meets Reality - Background
In many operational settings, companies track results — but they have limited insight into how those results are achieved. Manual activities, small process variations, and human interactions often remain invisible in traditional data systems, yet these...
Deepfake - Background
A video in which a well-known executive appears to say something they never actually said. A photo that places someone in a situation that never happened. In the past, these manipulations were relatively easy to detect...