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78% of organizations used AI in 2024. Every startup wants an AI Engineer. But the title now compresses five different jobs into one label — and that confusion is quietly breaking hiring, architecture decisions, and product roadmaps.
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The term AI Engineer is everywhere. In many startups it means someone integrating APIs, building RAG pipelines, and wiring up tools. In research labs it means something completely different. Here is why the label has broken down — and what companies actually need.