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Users and businesses report surging token consumption from models like Claude and Codex, exposing a widening gap between heavy professional usage and cheap individual plans. Developers note monthly token bills in the billions that would cost thousands at list prices, while platforms appear to subsidize low-cost individual tiers with pricey enterprise contracts. Observers predict token usage will become as routine and essential as food and water, driving sustained market gains for AI leaders but also squeezing budgets for smaller teams. The shift signals the end of easy, egalitarian AI access and a new era where cost management and enterprise pricing dominate adoption decisions.
Rising token consumption and costs affect budgeting, pricing and architecture choices for developers and businesses using LLMs. Understanding token economics is essential for cost forecasting, contract negotiation and product strategy.
Dossier last updated: 2026-05-24 09:00:50
Major tech companies pushing employees to use AI for productivity are seeing diminishing returns as token consumption—and costs—soar past human labor expenses. Reports indicate Microsoft is steering staff from third-party tools like Anthropic’s Claude Code to its Copilot CLI partly due to rising token bills; other firms are also scaling back AI usage. Although per-token prices fall with model efficiency, overall token demand has surged—especially from multi-step agents—so total spending can exceed salaries. This mirrors Jevons paradox: efficiency drives greater consumption. Firms face token-maximizing behaviors where employees inflate AI usage to meet KPIs, prompting CFOs and managers to reconsider AI deployment and cost-control policies.
@yangyi: 我看了一下，目前我每个月从Claude max的套餐里大概会用掉100-120亿的token，大概$7200 Claude只收了$200一个零头 感觉主力切codex之后，可能也用不了太久了，哈哈 AI时代的平权红利即将结束
@unixzii: 我司别说 Claude 了，Codex 都快用不起了。这就是非中国公司的现状，用贵得要死的 Enterprise Plan 去补贴那些每月只交 100/200 刀的 Individual Plan。互联网上的 KOL 用着约等于免费的 AI
和预期的一致，战争结束，双方没理由再打，行情也如期反弹至8万➕，逐步往上平仓策略。按照预期6万可能不是这一轮底，但美股甚至A股在AI的带领下，不断创下新高，海王和三星利润都过万亿，未来每个人每天都会消耗token，如同吃饭喝水一样重要。长期来看AI没有泡沫，短期来看到底是不是有黑天鹅，巴菲特疯狂储备现金到底看到了什么，如果真有5万➕抄底机会，那么下一轮会有4倍机会。而对于遍地是机会的AI，部分币圈矿工已转型AI算力，币圈创业者转型AI创始人，甚至交易所都开始AI Trading，而投资者也应该好好配置AI股权和股票。