
What to Delegate, What Not To: Human + AI Division of Labor
The closing piece in our automation series: which tasks can safely go to AI, and which need a human, backed by real risk frameworks and failure cases.
Read the articleField notes, guides, and clear takes on AI and digital product development.

The closing piece in our automation series: which tasks can safely go to AI, and which need a human, backed by real risk frameworks and failure cases.
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A typical corporate job posting now draws around 250 applications; entry-level roles can top 400. Yet the share of applicants who actually make it to an interview has collapsed: from about 15% in 2016 to roughly 3% in 2024. HR teams can't manage a funnel narrowing that fast by hand, which is why ...
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Global e-commerce is on track to hit somewhere between $6.9 and $7.4 trillion in sales in 2026, roughly 21% of all retail spending worldwide, with 2.86 billion people now shopping online. Amazon alone counts close to 2 million active sellers among its 9.7 million registered ones; Etsy reports 5.6...
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A restaurant owner and an accountant don't need the same thing from AI. One is trying to turn tonight's order data into tomorrow's menu; the other is checking hundreds of invoices by hand every month. Both ask us the same question: "should I be using AI?" That's the wrong question. The right one ...
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