AI PoC vs Prototype — Making the Right Development Choice

Before diving into full-scale AI product development, knowing whether to start with a Proof of Concept or a Prototype can save you time and money. This article clarifies that an AI PoC validates the core functionality and feasibility of an AI idea, whereas an AI Prototype showcases user experience, workflow, and real-world usability. It guides teams on evaluating constraints such as budget, timeline, data, and stakeholder expectations to choose the right path forward.

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