A London anti-AI march flyer highlighted the disconnect between technical promise and actual revenue. Many firms deploy LLMs without a clear path to monetization. This gap creates a bubble of inflated expectations. Practitioners must prioritize concrete unit economics over speculative growth to avoid the inevitable correction in enterprise AI spending.