the ad that crushed it for us last campaign looked like some bloke snapped it on his phone in the bathroom. wonky angle. soft focus. Product just sitting there on the shelf.
tried to recreate that with AI for the next round. every generation screamed 'fake casual'-that uncanny valley of staged spontaneity.
the core issue: vague language around authenticity gives you nothing useful. 'Natural,' 'organic,' 'candid' just produce the model's idea of relaxed, which is still stiff and obviously synthetic.
three shifts that actually changed the output:
First, describe the flaw specifically. 'Slight camera shake' works. 'Natural' doesn't. 'Ambient room lighting, a touch underexposed' works. 'Warm and organic' doesn't. the model can't act on vague. It needs concrete directions.
second, use camera terminology to frame the context. '85mm, shallow depth of field, studio-lit' gives you a product shot. 'Shot on iPhone, natural window light, slight grain' gives you UGC. Those two sets of keywords alter everything downstream: composition, lighting, shadow quality, how the background renders.
Third, prompt from the perspective of the person holding the phone. not a photographer. The actual buyer. 'A customer photographing their new skincare on their bathroom shelf, not staged, morning light.' Intent comes through in the generated result.
if you want to skip the technical camera jargon, my team uses the UGC preset style on Pixel Pear and it handles the heavy lifting. speeds up our output for clients by about ten times.
the gap between polished and candid is real and it keeps widening on Meta. Polished builds follow counts. Candid drives purchases.
the challenge now is that 'candid' is a skill to engineer, not a style to label.
anyone else wrestling with this for UGC-style creatives? Curious how you're describing authenticity to get consistent outputs
