The article disputes a claim that Anthropic's $200/month Claude Code Max plan can consume $5,000 in compute, arguing that this figure is based on retail API prices rather than actual compute costs. The author estimates that the actual cost is around 10% of the retail price, making the plan profitable for Anthropic. The article suggests that the misconception arises from conflating retail prices with actual costs, and that Anthropic's actual costs are likely much lower. The author also notes that most users do not max out their subscriptions, making the plan even more profitable.