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QAT Global Insights Blog

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  • Artificial Intelligence,

    Why AI Demands Upfront Requirements (And Why That’s Actually Progress)

    AI software projects need upfront requirements because AI doesn't work like human developers. Unlike humans who ask clarifying questions and intuit context, AI needs explicit intent, structured inputs, clear constraints, and defined acceptance criteria. When these inputs are weak, AI doesn't slow down—it amplifies confusion at high speed, which is why Gartner predicts a 2500% increase in software defects by 2028 from poorly governed AI development.

    AI software development requirements
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