Let’s talk about the week your AI budget stopped behaving like money.
On the twenty-ninth of September, at its DevDay in San Francisco, OpenAI put more than twenty things on the board. Always-on agents called Dots, each one running on its own cloud computer and wired into four thousand apps. A new model, GPT-6.1 Sol, at two dollars in and ten dollars out per million tokens. A five-hundred-dollar-a-month Pro tier. One point two billion people using ChatGPT every week.
Most of the coverage picked a favourite and moved on. Cheaper tokens. Bigger agents. Fair enough.
The two announcements that actually matter weren’t the headline.
Sign in with ChatGPT. And the OpenAI Marketplace.
The first one lets you spend your ChatGPT plan allowance inside sixteen other products — Devin, Notion, Vercel, T3, and a few more — with OpenAI counting that usage against your plan. The second one lets an enterprise take money it has already committed to OpenAI and spend part of it on approved partner software. Thirty-two partners at launch. Figma. Adobe. Salesforce. ServiceNow. Harvey. CrowdStrike. Baseten, for open models. And Sierra, which is where a serious chunk of that money is heading, because customer support is the one AI use case every enterprise already has a budget line for.
Neither of those is a feature. That’s a country being built.
Here’s the old version of it. A mining town, 1890. The company pays you in scrip — tokens printed by the company, good only at the company store. It wasn’t money. It was a claim on one balance sheet, and the store set the prices. The trick was never the wage. The trick was that the money came in and never left.
I’m not calling OpenAI a mining company, and nobody is forcing anyone to work there. But the shape is the same shape, and it arrived wearing a developer keynote and a partner logo wall.
Look at what’s actually bolted together now. Your login. Your meter. Your shopping list.
Sign in with ChatGPT is the login, and OpenAI says identity is available globally — so the account starts becoming a passport, not just a subscription. The plan allowance is the meter, and you can now watch it drain in somebody else’s app. The Marketplace is the shopping list, and the one thing you can be certain of is that the list was curated by the people who set the exchange rate.
Three layers, one owner. That’s a rail.
And when your identity, your allowance and your procurement all sit in the same place, your switching cost changes species. It stops being “how much work is it to move my data.” Data exports. Files move. People do that every day. It becomes “what happens to the balance I already paid for” — and an unspent enterprise commitment doesn’t move nearly as easily as a folder does. The lock is now denominated in money, not inconvenience. That’s a hardier lock.
Same week, one more thing worth noticing: Bedrock Managed Agents, powered by OpenAI. Build OpenAI agents that run entirely inside AWS. Read the announcement and it sounds like generosity. Read the incentive and it’s distribution — OpenAI riding into the enterprise on Amazon’s procurement paper, inside accounts it might never have reached on its own.
And now the part that got almost no attention, because it was split across two different pages.
The tokens got dramatically cheaper. GPT-6.1 Sol lands at a fifth of the old input and output price, with a cached input rate that is ninety-five percent off. Same day, the plans got re-tiered, and by the read of everyone who tracks the tiers, the old top consumer plan lost roughly half its value, with a new Pro 500 sitting above it at twenty-five times the Plus allowance.
So the thing you buy got cheaper, and the door you walk through got more expensive. That isn’t a contradiction. That’s a map of where the money moved — out of the product and into the access. The token price is the advertisement. The plan structure is the invoice.
Here’s what people are missing when they call this an open ecosystem. Open to whom, and paid with what?
Sixteen partners. Thirty-two partners. Open models on Baseten. It all reads as a company opening up. But an ecosystem where the currency is theirs, the meter is theirs and the exchange rate is theirs is not an open market. It’s a very well-designed toll booth that now accepts more kinds of payment. Widening the gate doesn’t make it a public road.
And this is the pattern I’d want you to carry out of here, because it doesn’t stop at one vendor. It is the pattern now. Model prices fall every quarter, they always will, because a cheaper token is the cheapest possible customer acquisition. The margin gets rebuilt somewhere you’re not looking — in the login, in the plan, in the commitment, in the marketplace where your money can only be spent on approved names.
Cheap intelligence, expensive gravity.
So what do you actually do about it. Four things, all boring, all doable this week.
Keep the identity separate from the vendor. Your agent’s login, your team’s login — those should be things you can point somewhere else without losing the account behind them.
Never pre-commit a year of budget to a supplier if that commitment can only be spent inside that supplier’s partner list. That isn’t a discount. That’s you handing over your purchasing authority and calling it savings.
Price your stack at the undiscounted rate. If the economics only work because of a cache discount and a commitment discount stacked on top of each other, then the economics don’t work. They’re being subsidised, and you’ve been told nothing about when that stops.
And watch the value of the access, not the price of the unit. The unit price is what they want you to look at. The plan value is what they quietly changed.
There’s a bigger thing underneath all of this, and it’s not really about OpenAI.
Your budget is a form of consent. Where your money is allowed to go is a decision you made, the same way a yes is a decision you made. When it only goes one place, the deciding has moved — and it moved for a discount you’ll struggle to remember in eighteen months.
Keep the money portable. Keep the door yours.
You can let the machine be excellent. You just can’t let it hold the keys to the till.
You’ve got this.