Teemu Piirainen

I’m a software developer and AI consultant focused on building real, production-ready AI agents and intelligent backend systems. With a background in mobile and backend development, I now design autonomous AI agents that integrate safely into existing workflows and deliver measurable value. My work combines hands-on software engineering with practical AI experimentation to turn ideas into working, reliable systems.

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

Over the past year I’ve had the privilege of training teams in generative AI. These sessions range from quick‑hit workshops to multi‑week agent‑building bootcamps, and the feedback has been overwhelmingly positive. What has struck me most is how quickly teams move from curiosity to impact when the company and its leaders give people the tools […]

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

Story & Context Over the past year I’ve had a front‑row seat to the weird world of pilot purgatory. In workshops, board meetings and random coffee chats in Finland, the same theme kept emerging: “We’re doing so many AI pilots… so why doesn’t anything change?” New research backs up those anecdotes. Superintelligent’s agent‑readiness study found

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

At its core, AI doesn’t deliver value unless people know how to steer it. That’s why AI training for employees is essential — otherwise the benefits remain a dream. Yesterday I spoke at the North Karelia Chamber of Commerce’s “Digiklinikka” event about how to make AI truly benefit business, not as hype, but in everyday

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How Quality Management Systems Shape Software Development Productivity

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

Introduction: As software developers, our goal is to deliver high-quality products efficiently. One crucial factor that significantly influences our daily work is the implementation of effective Quality Management Systems (QMS) and processes (if you have a such thing in use). In this article, I will explore the positive and negative impacts of QMS and processes

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

Safety and effectiveness of the end product are critical for any software medical device. So, it’s important to choose the right project management principles to guide the development process. Based on our pst experience with over 300 different projects we can say that the agile and lean are two of the best project management principles

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