Product photography is not the same thing as ecommerce throughput.
It is usually about the shoot: how the product should feel on camera, how controlled the composition needs to be, and whether the result is meant to look practical, premium, or atmospheric.
Product Photography Is About The Shoot, Not Throughput
Most product-photography requests inside Rivya eventually fall into four shoot types:
a clean studio still
a repeatable reference-led product shoot
a premium hero shot once the direction already works
an editorial or atmospheric product scene
Those jobs all involve products. They do not ask the same thing from the model.
When You Need A Clean Controlled Studio Still
Flux 2 Pro is still the safest first answer when the product image needs to feel controlled, usable, and commercially believable before it feels dramatic.
That is the stronger path for:
clean studio stills
product-led compositions
packaging-visible product shots
commercial product photography that still needs clarity first
This is the studio-still path, not the mood-first path.
When You Need A Repeatable Reference-Led Shoot
GPT Image 1.5 becomes more compelling when the shoot brief is more controlled than a normal one-off scene.
That usually means:
preserve a composition
keep product placement consistent
reuse a larger reference set
build a family of related shots without the structure drifting
Once the real challenge is "hold this shoot system together," reference control matters more than sheer taste.
When The Hero Direction Already Works
Nano Banana Pro becomes more useful once the direction is already right and now needs a cleaner, more premium final pass.
That is the stronger path for:
