Teemu Piirainen

AI training for employees: how to guide AI from pilot to practice

Oct 7, 2025 · ai · training · adoption

Teemu Piirainen speaking about AI adoption at the North Karelia Chamber of Commerce Digiklinikka event, beside a slide reading 'An AI is only as good as the prompt and context you give it.'

Yesterday I spoke at the North Karelia Chamber of Commerce's Digiklinikka event about how to make AI actually benefit a business. Not as hype. In everyday practice.

AI does not deliver value on its own. People have to know how to steer it, which is the whole reason AI training matters. Without that, the benefit stays a slide in a deck.

The best part of the session was how ready people were to ask, challenge and hold their own work up against an AI perspective. That kind of curiosity is what actually moves things forward.

We covered a few things:

  • Why a good prompt matters more than a good algorithm
  • How the data you give AI shapes everything it does
  • How to start tomorrow without falling into the hype trap
  • Why you should guide AI rather than wait for it to do the work for you

Thanks to the North Karelia Chamber of Commerce (opens in a new tab) for the invitation, and above all to the participants for how actively they took part.

Real voices from the session

AI is only as good as the prompt and the context you give it.

AI hit the core of the business today. Now I understand better how small pilots can grow into company-wide benefits.

Teemu made the point that AI is not a ready solution. It needs guiding and precise instructions, just like a new employee. With enough preparation, AI can do most of the work.

That last one is the line I keep coming back to: 90% preparation → 90% of the work.

What I bring

I draw on 25 years of software engineering alongside modern AI development. What I deliver is not only technology, but understanding. I help teams learn, adapt and build trust in AI.

In the training I keep three things central:

  • People first. AI is not the star, your people are.
  • Concrete actions. We move straight from concept to what you do tomorrow.
  • Contextual guidance. You don't just hand over a model, you learn how to feed it, steer it and govern it.

The work I do here is tailored workshops, hands-on training and strategic guidance, with one goal: AI becomes a trusted teammate, not just a tool.

The event was the North Karelia Chamber of Commerce's Digiklinikka: event details (opens in a new tab).