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  • Quality Assurance in Infrastructure: From the Excel Era to the AI Age: Lessons from Three Years of Development and the Future of Quality Control

    Quality Assurance in Infrastructure: From the Excel Era to the AI Age: Lessons from Three Years of Development and the Future of Quality Control

    The preparation time and life cycle of road and rail projects can be up to 20 years. Due to the long timeframe, quality assurance in the infrastructure sector is exceptionally demanding risk management: over the years, the key personnel of the project change,…

  • From Individual AI to Autonomous Agent Teams: How to Move Your Organization from AI Utilization Phase 1 to Phase 2

    From Individual AI to Autonomous Agent Teams: How to Move Your Organization from AI Utilization Phase 1 to Phase 2

    The rapid development of artificial intelligence has presented organizations with a new kind of challenge. Until recently, it was enough to offer employees access to large language models, such as ChatGPT or Perplexity, and they...

  • From AI pilots to production

    From AI pilots to production

    Tips on how to get to the next phase in practice In the previous post, I highlighted Master's theses as one good way to conduct various surveys, experiments and development projects in organizations. Heavy…

  • Selko Solutions and Nexpert – from technology to solutions

    Selko Solutions and Nexpert – from technology to solutions

    Selko Solutions Oy is a software company dedicated to making modern technology a practical part of everyday business. At the heart of the company's philosophy is a simple but important idea: technology should deliver tangible business value rather than remain confined to strategy documents or presentations.

  • How to automate communication with clients using AI

    How to automate communication with clients using AI

    Most client communication — status updates, appointment confirmations, follow‑ups, and FAQs — follows predictable patterns. Automating these tasks saves hours of manual work each week and ensures clients receive timely, consistent responses.

  • Project Automation

    Project Automation

    When discussing project automation, the conversation often starts with tools. Which platform should be selected? What systems should be integrated? What processes can be automated? In my experience, however, successful automation does not begin with technology. It begins with people and a shared way of working on projects.

  • Case: An RDI Project for Building a Learning Organisation in Public Administration

    Case: An RDI Project for Building a Learning Organisation in Public Administration

    In a state administration organization, a situation was identified that is familiar to many large expert organizations: feedback, observations, and development ideas continuously come from many directions, but the learning generated from them does not necessarily get shared...

  • Finnish Transport Infrastructure Agency – cost savings in quality control

    Finnish Transport Infrastructure Agency – cost savings in quality control

    Summary In the Finnish Transport Agency's design projects, quality assurance is not just a checklist but a part of long-term risk management and information preservation. The preparation time for road and rail projects can be up to 20 years, which…

  • Waste Is Overconsumption

    Waste Is Overconsumption

    Finland's ecological overshoot day was April 1, 2026. I was at a construction site where over ten million kilograms of steel were used for rebar, and this is an example story of a situation that is unfortunately all too familiar in subcontracting...

  • Capsule hotels and sauna – Canton Fair, Phase 2

    Capsule hotels and sauna – Canton Fair, Phase 2

    The first phase of the Canton Fair is a spectacle of electronics and consumer goods, but the second phase turns to a truly structural and innovative segment of the built environment. This time I focused on two...

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  • Quality Assurance in Infrastructure: From the Excel Era to the AI Age: Lessons from Three Years of Development and the Future of Quality Control

    The preparation time and lifecycle of road and rail projects can be up to 20 years. Due to the long timeframe, quality assurance in the infrastructure sector is exceptionally demanding risk management: over the years, key project personnel change, IT systems are updated, and boundary conditions are refined several times. If critical information is lost or design quality assurance fails, the consequences are visible directly on the construction site – often in the form of million-euro extra bills and years of delays. At Nexpert, we have worked for three...

  • From Individual AI to Autonomous Agent Teams: How to Move Your Organization from AI Utilization Phase 1 to Phase 2

    The rapid development of artificial intelligence has presented organizations with a new kind of challenge. Until recently, it was enough to provide employees with access to large language models, such as ChatGPT or Perplexity, and encourage them to try using them as part of their daily work. However, this era of independent AI use is only the first step in a broader transformation. Microsoft's annual Work Trend Index reports show that we are moving from mere individual AI assistance toward hybrid...

  • From AI pilots to production

    Tips on how to move to the next phase in practice. In the previous post, I highlighted Master's theses as one good way to conduct various surveys, experiments, and development projects within organizations. You don't always need a heavy consulting procurement or a project lasting months. A well-defined thesis can surprisingly quickly produce both a description of the current state and concrete suggestions for moving forward. But what if the organization wants to start conducting the assessment itself? One current topic…

  • Selko Solutions and Nexpert – from technology to solutions

    Selko Solutions Oy is a software company whose goal is to make modern technology a concrete part of companies' everyday lives. At the core of the company's thinking is a simple yet important idea: technology should be visible in companies as practical benefits, not just in strategy documents or celebratory speeches. For Selko, artificial intelligence, automation, and data are above all tools that can be used to solve real business challenges and ease people's daily work.…

  • How to automate communication with clients using AI

    Key findings Key benefits of customer communication automation Most customer communication — status updates, appointment confirmations, follow-ups, and frequently asked questions — follows predictable patterns. Automating these tasks saves hours of manual work weekly and ensures that customers receive up-to-date and consistent responses. Key benefits: How to identify the need for communication automation The first step is mapping out external communication. If most of your team’s…

  • Project Automation

    When talking about project automation, the conversation easily starts with tools. What system to choose, what to integrate, and what can be automated. In my experience, however, good automation does not start with technology. It starts with people and a shared way of doing project work. Before tasks, reminders, reports, or decision lists should be automated, one must understand how a project actually works in everyday life. Who makes the decisions?…

  • Case: An RDI Project for Building a Learning Organisation in Public Administration

    In the central government organization, a situation familiar to many large expert organizations was identified: feedback, observations, and development ideas are constantly coming from many directions, but the lessons learned from them are not necessarily shared for the benefit of the entire organization. The feedback is processed, but the lessons learned from it often remained confined to a single project, department, team, or unit, and people do not remember, have the time, understand, or know how to share them with others.

  • Finnish Transport Infrastructure Agency – cost savings in quality control

    Summary: In the Finnish Transport Infrastructure Agency's planning projects, quality assurance is not merely a checklist, but part of long-term risk management and knowledge retention. The preparation time for road and rail projects can be up to 20 years, which makes quality assurance exceptionally demanding: information has time to change owners, systems, and contributors multiple times. In this overall entity, the quality assurance process for planning projects was developed across several parallel sub-entities: the minimum requirement for self-handover by design and implementation service providers, as well as the client's quality assurance points...

  • Waste Is Overconsumption

    Finland's Earth Overshoot Day was April 1, 2026. I was at a construction site where over ten million kilos of rebar went into concrete reinforcement, and this is an example story of a situation that is unfortunately familiar in subcontracting. The rebar workers had finished their part. The inspection had been done. After that, the formwork carpenters arrived and noticed that some of the reinforcements prevented the installation of tie bolts. The end result was that the rebars were cut with an angle grinder…

  • Capsule hotels and sauna – Canton Fair, Phase 2

    The first phase of the Canton Fair is a spectacle of electronics and consumer goods, but the second phase features a truly structural and innovative segment of the built environment. This time, I focused on two fascinating and contrasting trends: the highly efficient capsule home and the timeless, yet constantly evolving sauna. For those familiar with the fair's vast scope, these products were displayed primarily in the Hardware & Tools and Home Appliances sections. It's a treasure trove...