Deciding whether to build an AI PoC or prototype first can make or break your project. This article offers a decision-making framework based on project complexity, data readiness, stakeholder needs and resource constraints. It outlines core goals, expected outputs, timelines and investment for each route — helping startups and enterprises take informed steps in their AI journey. https://www.amplework.com/blog/prototype-vs-ai-proof-of-concept/