Attention. Decision. System.

AI doesn't automate. It amplifies. In clear operation it accelerates, in distorted operation it accelerates the distortion. The question isn't whether to adopt AI — but what it amplifies.

How I Think

Most AI consultants hand you tools. I first ask: where are you losing attention in the decision chain? Because if the organization's attention is fractured, AI doesn't fix it — it breaks faster.

After 30 years in technology, organizational development, and awareness work, I know one thing for certain: a system is only as good as the clarity of attention of the people within it.

That's why I call my approach Attention-First AI Integration — attention and decision architecture first, then tooling.

Organizations I've Worked With

OTPMagyar TelekomBASFBayerSTRABAGBET

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