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How does AI pricing actually work?

Most AI platforms measure usage in credits. Here's how AI pricing really works, why the credit model became the norm, and how Awen shows you every action in full.

Thibault

Co-founder & CEO · June 2, 2026

An itemized AI usage view showing models, tokens, and generation specifications

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Not long ago, someone on our team set out to understand what a single campaign had cost them on another tool, and found that the answer was surprisingly hard to reach, because the figure had been gathered into credits that carried little meaning on their own. That small moment stayed with us, and it shaped the way usage in Awen now works.

How does AI pricing actually work?

Every AI product rests on a real and measurable cost. When you generate text, a model reads what you give it and composes a response, and both the reading and the response are counted in tokens, while an image or a video draws its cost from the model you chose and from a few familiar specifications, among them the size of the frame, the length of the clip, and the work the system gave to producing it.

Each of these figures is precise to the fraction of a cent, and they are known exactly, because they reflect what the work genuinely involves. The information is there in every case. The interesting question is simply how much of it makes its way back to you.

Why do AI platforms use credits?

The industry has largely settled on credits as its common unit, and it is easy to see the appeal. A credit sits neatly on a pricing page, it smooths over the considerable differences between models, and it gives a platform room to adjust its economics without unsettling the number in front of you.

The trade is that a credit drifts away from the work it represents, since it is neither a token nor a second of footage nor a pixel, and the same action can carry a different price from one month to the next. When the work is real, whether a design, a product shoot, a season of advertising, or a complete creative direction, that distance begins to matter, because a unit you cannot quite map onto your own choices is a unit you can only take on faith.

What's wrong with credit based pricing?

The difficulty is less about cost than about clarity, and once usage drifts into the abstract, a few useful things quietly slip out of reach. Planning becomes harder when the next project is difficult to forecast, judgement becomes harder when a cost cannot be traced back to the model or the decision behind it, and over time the meter becomes something you glance at rather than understand.

For an afternoon of exploration, that is no great loss, yet it changes entirely once a budget carries your name, because a creative director shaping a season, an agency accounting to a client for every line, and an ecommerce team producing imagery at scale each need to say what something cost and why. We wanted that answer to be readily available to anyone doing the work, without effort and without ceremony.

What we changed in Awen

We chose to show the underlying detail directly, so that whatever you create in Awen now appears in full and precisely as it happened, with the model that performed the work, the input and output tokens it required, and the specifications that shaped the result, whether image resolution, video resolution, or the duration of a clip, all set plainly before you rather than gathered into a single balance.

Open the panel and it reads almost like a record of your creative process, where every entry carries its date, its type, the model behind it, and the cost beside it, so that a text generation shows the tokens it moved while an image shows the resolution it produced, and nothing is translated into another currency along the way because there is nothing left to translate.

Can you see usage by project?

You can, and it is the view I return to most, because a cost only acquires meaning once it is joined to the thing it paid for, and a single sum for the month says very little when it blends a finished campaign with a brief experiment and an idea you set aside. We would rather the numbers follow the true shape of your work.

Choose any project and its whole story opens, from the total it required to the number of actions within it and each of those actions set out with its model and specifications alongside, so that understanding what a product shoot or a single concept genuinely cost becomes something you simply observe, which in turn sharpens how you plan and makes the conversation with a client or a finance lead almost effortless, since you can show precisely where the value went.

Does transparency mean it costs more?

It does not, and I would gently set that worry aside, because showing the real figures is not a charge but honesty made legible, and if anything people spend with greater intention once they can see what truly drives the total. You begin to sense which models suit which work, and to learn when a higher resolution earns its place and when it offers detail no one will notice, so that the meter becomes something you can plan around rather than something you would rather not look at.

Why this matters beyond a single feature

I will be direct about this part, because it is the one I care about most, and it is simply that the way a tool reports its costs reflects who it believes that information belongs to, and we believe it belongs to you, so the more openly we show what runs beneath the surface, the more freely you can build upon it, which is the same conviction that led us to start Awen in the first place.

Generative tools are becoming a part of creative work, and as they do, the standard we hold them to should rise in step, not only in what they are capable of making but in how plainly they account for the cost of making it, so that understood this way, usage transparency feels less like a refinement than like part of the groundwork a creative platform should offer if it hopes to be trusted with work that matters.

A clearer view of your usage is live in Awen today, and I would warmly encourage you to open it and see exactly what has been taking place.

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