The question is usually asked as though there were one bar. There are two, and they are quite far apart: the bar for a viewer scrolling a feed at speed, and the bar for someone who has stopped and is looking for evidence that something is synthetic. Almost all the anxiety about generated video is aimed at the second, and almost all the value is in the first.
The feed bar is lower and stranger than people expect
Short-form audiences forgive an enormous amount of production imperfection, because the format grew out of phone footage and the imperfections are part of what signals that something is not an advertisement. Handheld framing, imperfect audio and awkward pacing are not shortcomings the format tolerates, they are the things that earn attention.
What that means in practice is that the failure mode for generated content is rarely looking fake. It is looking like an advert, which is a completely different problem and one that filmed content suffers from just as badly.
The thing that gets a video ignored is almost never a rendering artefact. It is a logo in the first frame.
Where generated video still genuinely fails
- Hands doing something specific. Manipulation of a real object at close range is still where artefacts concentrate.
- Text inside the frame. Generated packaging, signage and labels remain unreliable, which matters for anything product-led.
- Continuity across shots. Keeping an environment consistent between two clips is harder than keeping a person consistent.
- Anything the viewer knows intimately. People are far better at spotting wrongness in things they use daily than in things they have never seen.
The practical response to that list is not to avoid generation. It is to route around it: a real photo of the product where the product has to be exact, and generated material for everything around it. That hybrid is what most working setups actually look like.
Consistency matters more than realism
The value of a generated presenter is not that it looks real. It is that it looks the same twice, which is what turns a pile of clips into something a viewer recognises. An account whose presenter changes every post never accumulates familiarity, and that costs far more than any artefact.
Being detected is not the risk
A large part of the worry about quality is really worry about being caught. That framing is out of date: TikTok and Meta both detect synthetic media and apply their own labels, generated content is permitted on both, and what gets actioned is the undisclosed material rather than the AI material.
Once the label stops being something to avoid, the quality question becomes what it should have been all along: is this video good enough to hold attention for thirty seconds. That is a question about the hook and the script far more often than about the renderer.
The cheapest way to answer it for your own subject is to make some. Every plan including Beginner starts with 10 free videos, there is no watermark on any of them, and they can go on a real account today.