Walk through any small brand's feed and you can spot AI UGC in under a second. Not because the technology is bad. The technology is now extraordinary. AI UGC looks like AI because the people producing it skipped three steps that any decent creator would do without thinking.
The first step is imperfection. Real handheld content is slightly off-balance. The light isn't controlled. The framing is just a little wrong. The subject moves before the shot is ready. AI defaults to perfect framing, perfect lighting, and dead-centre subjects. The fix is to brief the imperfection in explicitly, not hope the model finds it.
The second step is specificity. Generic AI prompts like "a woman holding a skincare product" produce generic AI outputs. Every AI in the world produces the same scene from that prompt. Specific prompts like "morning light through a kitchen window in a Victorian terrace, hand reaching across a marble countertop where a single bottle sits beside a half-empty mug of tea" produce specific outputs that have texture, place, and time.
The third step is context. AI doesn't know your brand. It doesn't know your customer. It doesn't know the ingredient story or the price point or the regional voice. Every prompt that goes into the model without that context comes back out generic. Building a brand context layer that gets injected into every prompt is the difference between content that converts and content that gets scrolled past.
The AI is doing its job. The brief is doing the wrong job. Treat the brief like a creative direction, not a search query.

