AI API for resellers and agencies: volume pricing without a platform build
If you resell models — to clients, to your own SaaS users, or as a line next to hardware — the work is not calling the API. It is pricing it, metering it, and being able to change supplier without your customers noticing.
Short answer: buy wholesale at a discount against each model's official price, meter with itemised per-call usage, and issue your own keys per project or client from inside your account. The endpoint stays the same while the upstream behind it can be swapped when price or quality moves.
What you actually need from a supplier
| Requirement | Why it decides whether the deal works |
|---|---|
| Discount against official price | Your margin is the gap between what you charge and what the model costs. A vague "cheap rate" cannot be priced into a quote. |
| Itemised usage per call | You cannot invoice a client for something you cannot see. Tokens in, tokens out, amount billed — per call. |
| Multiple keys | One key per project, environment or client, revocable the moment it leaks. |
| Swappable upstream | Quality and price both move. The swap should not require a migration on your side. |
| Balance you can read | Prepaid balance plus a statement and spend curve beats an invoice that arrives three weeks later. |
Margin maths you can do in one line
For each model you resell, note the official list price per million tokens, apply your tier's discount, and compare that with what you charge. Two things are worth measuring properly:
- Input and output separately. Most models price output several times higher than input, so a workload with long prompts and short answers looks completely different from the reverse.
- What you pay for idle capacity. A prepaid balance is used at your own pace; a subscription is paid whether you use it or not.
Then sanity check the whole line: if your clients' traffic concentrates on three models, your effective cost is the cost of those three — not the headline discount on the catalogue.
Keep the supplier behind an endpoint of your own
Resellers lose customers when a swap becomes visible: a changed URL, a new key format, a different error shape. Design so that your clients talk to something you own — your own gateway, your own key namespace — and the model provider sits behind it. That is what makes a two-supplier arrangement useful instead of theoretical: when one upstream degrades, the traffic moves and the client does not.
Adding a model line next to hardware
Resellers of servers, GPUs and memory already have the customer: someone building an application. An API line is billed per token, needs no stock and no shipping, and can be priced and quoted the same way a part number is. The practical entry point is small — $10 to establish the account and test, then volume tiers once the workload is real.
Get a volume quote
Tell us the models and expected monthly volume and we will quote the tier. Or start at $10, create a key, and price it against your own traffic first.
Top up and get an API key · Model list and discounts · Ask for a volume quote