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Pawel Jozefiak's avatar

The organizational alignment point is underrated. I've watched technically strong teams get stuck because leadership hadn't decided what they actually wanted from AI - not technically, but strategically.

The change management layer is messier than the tech layer. Models are predictable. People aren't.

What I notice: the discernment piece is the hardest. Knowing which tasks to hand to AI and which to keep human isn't obvious until you've gotten it wrong a few times. That's hard to teach without giving people space to experiment and fail safely.

Ex-Consultant in Tech's avatar

This is the right framing. The AI bottleneck is rarely “can the model do the task?” anymore. It is usually: can the organization agree on the use case, trust the output, change the workflow and measure the ROI?

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