A London anti-AI march flyer highlighted the disconnect between technical promise and actual revenue. Many firms currently lack a clear path to monetization despite massive infrastructure spend. MIT Technology Review argues that the industry is stuck in a cycle of hype. Practitioners must now prove that LLMs can generate sustainable margins beyond simple API credits.