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  When founders come to me asking how long it should take to build their AI app, I give them an answer they don’t expect: speed is everything — but structure matters even more. AI is evolving faster than any previous wave of technology. User behavior changes weekly. New models drop monthly. Markets shift constantly. And in an environment where every advantage is temporary, waiting six to twelve months to launch your product is equivalent to not launching at all. That’s exactly why at GrayCyan, I built a 90-day system for turning AI app ideas into real, working MVPs . Not prototypes. Not storyboards. Actual, shippable products. Over the years, I’ve seen the same pattern repeat itself: founders who move quickly — but with precision — win customers, attract investors, and build momentum long before the competition wakes up. So the real question becomes: How do you build an AI app fast without cutting quality or risking chaos? Let me walk you through the principles I use every d...