Does anyone publish what is blocked?
Stylised output is the cheapest branch of this category to work in and the most heavily moderated. The document that decides whether a subscription is usable is the content policy, and most of them are silent on the part that matters.
The question
Buyers in this branch hit refusals more often than anywhere else in generation, and almost nobody can predict which prompt will trigger one. That unpredictability is not a technical limit; it is an undocumented policy. A vendor could publish the categories its filter refuses. Some do.
What we checked
- Content policyWhat is prohibited, and is likeness transfer named?
- Satisfied by
- A published list of prohibited categories, with material involving real people's likenesses explicitly among them.
- Usually found
- A policy that bans the obvious and stays quiet about likeness, which is the one that decides whether the operator survives the year.
- At stake
- An operator vague about likeness is an operator one enforcement action away from taking your purchased credits down with it.
- Pricing pageAre the limits stated in units a buyer can count?
- Satisfied by
- Clip length in seconds, resolution in pixels, generations per day as a number, queue priority described in words that mean something.
- Usually found
- A credit balance with no stated conversion, and the word unlimited somewhere above a fair-use clause that contradicts it.
- At stake
- This is the difference between a subscription that finishes work and one that runs out on a Tuesday.
- Terms of serviceWho holds rights in what the tool produces?
- Satisfied by
- An explicit grant of output rights to the user, and a narrow, stated licence back to the vendor for operating the service.
- Usually found
- Silence about the user's rights and a broad perpetual licence to the vendor covering promotion and model training.
- At stake
- Publishing anything made with the tool depends entirely on this paragraph, and it is never on the pricing page.
- Support channelCan a question be asked before any money moves?
- Satisfied by
- A channel that answers a pre-sales question — anything from a ticket form to a staffed chat — with a human reply.
- Usually found
- A form that routes to nothing, or a help centre whose articles were written for a different product.
- At stake
- The channel that will not answer before payment is the channel that will not answer about a renewal.
What filter transparency looks like
The useful version of a content policy in this branch names three things: the categories refused outright, the basis on which output is judged, and what happens to an account after a refusal. All three are publishable without giving anyone a route around the filter — the categories are the same everywhere, because payment processors set them.
| Published | What the buyer can then do |
|---|---|
| The refused categories | Decide before paying whether the work is supported |
| Judged on rendered output, not prompt text | Stop writing descriptions that trigger refusals pointlessly |
| Consequence of a refusal | Know whether it is a declined generation or a closed account |
| Appeal route | Recover an account closed in error, which happens |
One category is refused by every operator in this branch and is worth stating plainly: output coded to look younger than adult. That is enforced on appearance rather than on any age a prompt asserts, and it is the most common reason an account is closed here. Our own position is on the teen category.
Verdict
Pay for predictability, not permissiveness
Between two vendors with similar output, the one that publishes its refusal categories is the better purchase, because the other one's silence resolves into refusals you cannot plan around. Add a named model line-up and this branch becomes the most economical place to work in the whole category.
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Questions
- Why is the content policy the decisive document for 2D work?
- Because the style filter is where this branch is actually constrained. A vendor that publishes what its filter refuses lets you find out before paying whether your use case is supported; one that publishes nothing has reserved the right to refuse anything, and in practice refuses more than buyers expect.
- Do vendors name the models they run?
- The ones confident in their stack usually do, because the model line-up is what this audience compares. A service that describes its stack as proprietary has made itself unverifiable and has also reserved the right to change the product underneath you without notice.
- Is 2D cheaper to work in?
- Per usable result, yes, and the reason is that flat colour hides the structural errors every generator makes. That is a statement about the medium rather than about any product, and it is the one generalisation in this category that holds across vendors.