Cheap AI access: accounts, team seats and API bundles explained
The same model name can sit behind very different products. What a direct subscription, a team seat, a shared login and an API app actually provide.
A cheaper way to access an AI model is only a like-for-like alternative if it includes the features, account access and usage you wanted. A shared login, a seat in somebody else's workspace and a separate app using an API are different arrangements, even when the same model name appears on the page.
The distinction matters more to me than whether a bundle has a long list of logos. I want to know what product the money buys and which business is responsible when something stops working.
Four arrangements that often get grouped together
| Arrangement | What it means | The important distinction |
|---|---|---|
| Direct subscription | An account with the product provider | Access is to that provider's app and the named plan |
| Team seat | An individual login within an organisation's workspace | The organisation manages the workspace and membership |
| Shared login | Several people use the same credentials | This is different from individual team seats |
| API-based app | Another app connects to a model through an API | Its interface and features come from that app |
A team seat is different from a shared password
OpenAI's account-sharing policy says an individual account is for the person who created it. The same person may use it on multiple devices, but that doesn't make selling the login to several people an approved team arrangement.
This is a specific OpenAI rule, not a claim that every low-cost bundle breaks a provider's terms. A provider-run discount and a legitimate app built on an API can both be cheaper routes to a particular task. Price alone doesn't establish how the access works.
OpenAI's account-sharing policy
Does an API app include ChatGPT Plus?
No. OpenAI describes ChatGPT Plus as access to the ChatGPT app and bills API use separately. Paying for Plus doesn't supply API credit. Equally, access to a model through another app isn't a Plus subscription.
A fictional app might send text to a model and display the reply perfectly well. That description alone says nothing about whether it includes a file-analysis workspace, voice chat, saved projects or the other features of a different product.
The model is one ingredient. The surrounding software, limits and support are also part of what is being bought.
ChatGPT: the free plan on Sideperk
Who is on the other side of the purchase?
With a third-party service, the seller, the app operator and the model provider may be different businesses. The name on the model menu doesn't answer who manages account recovery or subscription support.
A privacy comparison needs the actual service's terms too. A model provider's policy does not, by itself, describe what an intermediary does with a conversation before forwarding it. There isn't enough information in a price or a logo to make that judgement.
I’m happy for a cheaper product to be a different product. The useful thing is having that difference explained clearly, before an attractive monthly figure turns into the wrong kind of access.
Sources and further reading
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