Blog on AI and SW development
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Practical AI for Banking: Real Examples, Metrics and Guidance
Introduction Over the past months I’ve had the chance to work with finance sector. In workshops and one‑on‑one sessions we’ve explored how to use generative AI and agentic systems to automate routine tasks, surface insights and improve the customer experience. These sessions have been eye‑opening: when you pair a strong data culture with modern AI…
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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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Turning AI into Real Results: What Elisa Got Right
The story What if a company could move from AI experiments to real results in weeks, not years? I’ve spent the past two years helping different organisations in Finland figure out what holds back AI adoption. The answers are usually the same: people are too busy to learn, data is disconnected, and leadership support is…
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Make time for AI: Why teams need hours, not just tools
What I heard (and didn’t hear) in AI workshops When was the last time your boss said, “You don’t have to hit every target this quarter. Use three hours a week to learn something new.” I can’t remember that ever happening, and neither can most of the people who show up in my AI workshops.…
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Why AI Projects Fail? It’s Not the Code
Over the past decade I’ve helped teams in Finland and abroad build mobile apps, backend systems and, lately, AI‑powered products. When I’m called in to troubleshoot an AI initiative that’s stalled, the root cause is rarely the model or the code. It’s the people behind it, the data they’re allowed to touch, and whether leadership…