Blog on AI and SW development

· 6 min read

Practical AI for Banking: Real Examples, Metrics and Guidance

Learn how AI transforms banking operations, from marketing to risk management. Discover key ROI metrics and implementation guidance to start.

· 8 min read

Embracing Accountable AI: Lessons from Real‑World Workshops and Latest Research

Discover how enterprises achieve measurable AI ROI, why 2026 will be the year of accountable acceleration, and how to mitigate skill atrophy.

· 6 min read

From AI Pilots to Real Impact: Why 2026 Must Be the Year of Leadership and ROI

Many AI pilots never scale. Learn why leadership, connected data and focused pilots are the keys to turning experiments into impact in 2026

· 2 min read

Turning AI into Real Results: What Elisa Got Right

Elisa shows how strong leadership and a learning culture turn AI adoption into measurable business results.

· 6 min read

Make time for AI: Why teams need hours, not just tools

Learn how dedicating time, clear leadership and support can turn AI from hype into daily habit. Explore practical steps to boost adoption.

· 5 min read

Why AI Projects Fail? It’s Not the Code

Discover why most AI pilots stumble and how you can overcome roadblocks in learning, data integration, and leadership to real ROI.

· 2 min read

Bringing AI to Everyday Work - Speaking at Ilmarinen

How Ilmarinen brings AI into everyday work. Insights from Teemu Piirainen’s talk on building trust, learning, and real value from AI.

· 2 min read

AI Training for Employees - How to Guide AI from Pilot to Practice

Teemu Piirainen’s workshop at Digiklinikka: why prompts matter, how to get started with AI and how to build human-centred AI adoption.

· 4 min read

From Chaos to Efficiency: How Quality Management Systems Shape Software Development Productivity

Discover how QMS and processes impact SW development productivity. Learn about efficiency compliance and collaboration for enhanced results.

· 4 min read

Clinical validation for a software medical device

Clinical validation evaluates the clinical performance of a product, including its safety and effectiveness, in a real-world setting.

· 5 min read

Why Agile and Lean are the Best Choice for Medical Device Software Development

Continuously seeking ways to improve processes and the end product, you can ensure that the end product is of the highest quality and meets requirements.

· 4 min read

The Most Common Quality Management Systems Used in Software Development

How to select correct QMS principle and tool for software medical device QMS and ensure productivity of developers.

· 3 min read

Potential Impacts of Quality Management Systems on Software Development Productivity

When implemented and followed properly, QMS can actually help improve productivity by streamlining the development process.

· 5 min read

Most Common Challenges in Medical Device Software Development

Regulatory requirements, QMS and complexity are the 3 main challenges that impacts developers daily work and may decrease productivity.

· 5 min read

Why Quality Management Systems and Regulations Matter in Medical Device Software Development

By understanding their importance and adhering to them, software developers can help ensure the safety and effectiveness of the end product.

· 5 min read

Understanding Software Medical Device Regulation in the US and EU

What is software medical device regulation in the US and EU and the impact to software development productivity.