A London anti-AI march flyer highlighted the missing link between technical capability and actual revenue. Many enterprises struggle to turn LLM prototypes into scalable, profitable products. This disconnect suggests that current AI adoption is driven more by speculation than sustainable business models. Practitioners must prioritize operational ROI over pilot projects.