Where the money actually goes
Every AI agent product sits on top of the same raw material: model inference, billed by the token. The provider publishes a sticker price per million tokens in and per million tokens out. That number is public. What most platforms do next is bury it — wrap inference in "credits," "actions," or tiered plans whose relationship to the underlying token cost is deliberately hard to reconstruct. The opacity is the business model.
We think you should be able to answer one question at any moment: what did this task cost me, and why? That is the whole idea behind token-level billing at AtmosphereAGI.
Pass-through pricing, defined
AtmosphereAGI bills inference at Anthropic's sticker rate, passed through 1:1. If a task consumes a certain number of input and output tokens, you pay exactly what Anthropic charges for those tokens — the same rate you would pay if you called the API yourself. There is no per-token markup layered on top, no proprietary credit unit whose exchange rate drifts, no "action" abstraction hiding a multiplier.
That has a clarifying side effect: because we cannot make money by marking up your tokens, we have no incentive to make your tasks burn more of them. A platform that earns a percentage of your inference spend quietly profits from verbose, wasteful runs. A pass-through platform profits only when you come back — which means efficient runs are in our interest as much as yours.
Prepaid credits that behave like money
The billing container is just as important as the rate. AtmosphereAGI uses prepaid credits: a $25 starter pack to begin, then $25, $50, or $100 top-ups whenever you want more. Credits map to dollars 1:1 and they never expire. There is no monthly quota resetting to zero, no "use it or lose it" pressure, no subscription meter running whether you delegated anything this month or not.
This shape fits how agent usage actually looks for most people: lumpy. A heavy week during a launch, then quiet stretches. A subscription punishes the quiet stretches; an expiring credit punishes them twice. A prepaid balance that simply waits treats your money like money.
How to audit any AI bill
Whether or not you use us, here is the checklist we would apply to any agent platform:
1. Can you find the unit?A trustworthy bill resolves to a unit you can verify against a public price sheet — tokens, at a published rate. If the smallest unit on your invoice is a "credit" or an "action" with no published conversion to tokens, you cannot audit it.
2. Does usage expire? Expiring balances are a transfer from you to the platform, priced at exactly the amount you fail to use. Ask what happens to an unused balance after 30, 90, 365 days.
3. Is the markup disclosed?Some markup can be legitimate — infrastructure and orchestration are not free. The problem is undisclosed markup, because it hides the platform's incentive to inflate your usage.
4. Can you exit with your own key? The strongest transparency test is whether the platform lets you bring your own API key and pay the provider directly. A platform confident in its value will let you; one whose margin depends on resold tokens will not.
Bring your own key, if you prefer
AtmosphereAGI passes that last test on purpose. If you already have an Anthropic key, you can plug it in and pay Anthropic directly for inference. The key is encrypted at rest with AES-256-GCM, only its last four characters are ever displayed back to you, and deletion is immediate — remove it and it is gone. BYO key is the ultimate audit tool: your inference charges show up on your own Anthropic account, line by line, with nothing between you and the meter.
Transparency is a feature, not a discount
It is tempting to read pass-through pricing as merely "cheaper." The deeper value is predictability. When you can see the cost of a task, you can decide which tasks are worth delegating, budget for a busy month, and explain the line item to whoever signs off on it. Opaque billing does not just cost more — it makes the tool harder to reason about, and a tool you cannot reason about is a tool you use less.
Our bet is the opposite loop: show the meter, keep the rate at sticker, let unused money stay yours. When the bill makes sense, delegation becomes a habit instead of a gamble.