AI Training & Adoption
What separates AI training that sticks from training that gets forgotten — practical guidance for getting your whole team using AI effectively, not just the one enthusiast.
Beyond the Dev Team: How to Get Your Whole Company Using AI
Most Finnish companies have bought the AI subscriptions. Few have changed anything about how their non-technical teams actually work. The gap between access and adoption is where the ROI evaporates.
Matti Ilvonen·19 Jul 2026·5 min readWhy AI Adoption Fails in Most Teams — and What Actually Works
Most companies have handed every employee an AI subscription. Three months later, a handful of people use it and the rest have stopped. Here is what separates adoption that sticks from adoption that doesn't.
Matti Ilvonen·12 Jul 2026·5 min readWhy AI Training for Non-Technical Teams Fails — and What to Do Instead
Most companies have AI subscriptions. Few have real adoption. The gap isn't a tooling problem — it's a training problem. Here's what actually works.
Matti Ilvonen·5 Jul 2026·5 min readWhy Most AI Training Doesn't Change How Your Team Works
Companies are paying for AI tools and training sessions that leave workflows unchanged a month later. Here's what separates training that permanently shifts daily habits from sessions that produce good feedback scores and nothing else.
Matti Ilvonen·28 Jun 2026·5 min readOne letter a month. Nothing more.
What we actually shipped. What we did not. No marketing.