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AI — how it actually gets used

AI without the hype. Concrete examples of what it does, who it suits, and where it doesn't work.

2 articles. By Kalle Huttunen, independent IT specialist from Kuopio, Finland.

I Built a Sales Pipeline That Drafts Itself

I automated my entire B2B sales pipeline up to the draft stage. Prospecting, analysis, outreach drafts — the night runs it, I approve in the morning.

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How I use AI in practice

AI won't take all IT jobs. It removes manual, repetitive tasks and frees those who use it to focus on what we're actually good at.

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