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AI Development in the USA: What Startups Actually Need (Not What Vendors Are Selling)

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Most companies think they need AI. What they really need is a problem worth solving. The AI hype cycle has hit peak noise. Every software vendor slapped "AI-powered" on their homepage. Every startup pitch deck now includes a chatbot slide. But here's what nobody's saying: most businesses don't have an AI problem. They have a data problem, a process problem, or a strategy problem that AI can't fix. Let me be clear. AI isn't magic. It's math. And if your foundation is broken, no algorithm will save you. The Real Cost of AI Development (Beyond the Invoice) When startups ask about AI development services in the USA , they're usually thinking about one number: the build cost. Wrong question. The real cost includes data preparation, model training, infrastructure, ongoing maintenance, and the opportunity cost of choosing AI over simpler solutions. A custom AI development company in the USA will charge you anywhere from $50,000 to $500,000 for a productio...