The article explores how AI has successfully addressed cost challenges in deployment and operations, but the real bottleneck is now driving sufficient market demand for AI solutions. For Thai SMEs, this signals that cost barriers to AI adoption have lowered, but success requires understanding customer needs and building genuine demand rather than just assuming adoption will follow.