Product photography with prompts — hero shots, sweeps, and splashes
Commercial product shots used to mean a rental studio and a light tent. The vocabulary survived the studio: seamless sweep, hero angle, flat lay, splash shot — each is a named setup the model can render.
The seamless sweep is the default
"Studio product shot on a seamless white sweep" is the catalog look — the curved white backdrop with no horizon line, soft shadow pooling under the product. Every listing site runs on it.
Colored sweeps work identically: "on a sage green seamless" changes the brand palette while keeping the same lighting logic.
The hero shot is angle plus light
"Hero shot, slightly low angle, dramatic side light" — products shot from below read as powerful; it's why phones and cars get that treatment. The modifier "hero" is understood: the product is the protagonist.
Rim light on a product does what it does on a face — "rim light outlining the bottle" separates it from the sweep and adds the expensive look.
Motion: splashes, levitation, flat lays
"Splash photography — water arcs frozen around the bottle" renders the high-speed-flash look: droplets in mid-air, frozen motion. Expensive to shoot, one sentence to render.
"Floating product, shadow beneath" gives the levitation look. "Flat lay, styled props around the product" is the top-down editorial arrangement — the Instagram-catalog staple.
Prompts that work
"Minimal product shot — glass bottle on a seamless beige sweep, soft shadow, warm side light." — sweep plus direction plus mood.
"Hero shot of the sneaker, slight low angle, rim light, dark studio." — power angle plus separation.
"Splash shot — citrus slices and water frozen mid-air around the can, white background." — frozen motion plus props.
"Flat lay — the watch centered, linen texture, sunglasses and keys arranged around." — styled context.
The honest limits
Text on packaging is the weak point — labels render approximately, so for real products either keep the label out of focus or composite your real artwork in after.
For your own physical product the edit route beats generation: photograph it plainly, then use image edits to restyle the scene around the real item — the actual label survives because it's your photo. The edit mechanics.