GoKawiilEvery AI lab is losing money serving your company right now. They know it. And they are doing it on purpose.
OpenAI, Anthropic, Google, and the rest are running an industry-wide loss-leader program at a scale that has no precedent. They are selling enterprises filet mignon at gas station hot dog prices and calling it a business model. The gap between what your company pays for AI subscriptions and what it actually costs to serve those seats is not a rounding error. It is a gulf. And every organization that has built workflows, products, or entire business units on top of these subsidized prices is standing right on the edge of it.
This should be front of mind for every CTO, CFO, and head of operations reading this. Because when the pricing corrects, and it will, the companies that treated AI as a permanently cheap utility are going to wake up to bills that make their current SaaS spend look quaint.
The Math Your Finance Team Has Not Done
Pull out the napkin. This matters.
Claude Pro costs $20 a month. For that, you get access to Sonnet 4.6, Opus 4.6, web search, code execution, file creation, and roughly 5x the usage of the free tier. On the API side, Sonnet 4.6 costs $3 per million input tokens and $15 per million output tokens. Opus 4.6 runs $5 input and $25 output per million tokens.
A knowledge worker running a few hours of Claude daily, uploading documents, drafting reports, analyzing data, can easily burn through several million tokens per week. At API rates, that same workload runs somewhere between $200 and $400 a month per seat. Some power users push well beyond that. But on a Pro subscription, the company is paying $20 per head.
Anthropic is not the only one eating this cost. Microsoft was reportedly losing over $20 per user per month on GitHub Copilot. For power users, the compute burn was hitting $80 a month on a $10 subscription. One widely cited analysis found that Anthropic users were consuming upwards of $8 in compute for every $1 of subscription revenue. OpenAI's own VP of Product, Nick Turley, has described their subscription pricing as something they "stumbled into" and has floated the idea of phasing out unlimited plans entirely, comparing them to "unlimited electricity."
ChatGPT Plus has been $20 a month for three years. In that time, the models got dramatically more capable. The features multiplied. Image generation, code interpretation, voice mode, agentic reasoning, web search. And the price never moved. For enterprise buyers who locked in team or business rates during this window, the question is not whether they got a good deal. The question is how long that deal survives.
This Is Not One Company's Problem
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