Software companies enjoy near-zero marginal costs at scale — the next unit of output costs almost nothing. AI may be fundamentally different: like Spotify, where every stream requires a new payment, LLMs may face persistent per-unit costs from power, water, data, and compute that never scale away. If true, the margin expansion the market is pricing in for AI may never arrive.