Many non-technical professionals are wondering how their expertise and experience fit into a work world increasingly dominated by AI. Yet behind every effective model is a web of context, translation and judgment that machines can’t replicate—and that AI system developers can’t weave alone.

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As AI initiatives expand, business insight, user understanding and strategic framing have become essential to ensuring systems stay grounded in real-world needs and deliver measurable ROI. Below, members of Forbes Technology Council share how subject matter experts across industries can become indispensable collaborators for AI-driven teams.

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Read the full article on Forbes: https://www.forbes.com/councils/forbestechcouncil/2025/11/18/non-technical-pros-heres-how-to-contribute-to-ai-project-success/