An AI product photography workflow should distinguish between exploring a visual direction and representing a real item accurately. A mood concept can tolerate invented details; a product listing usually cannot. Decide which job you are doing before choosing inputs or approving a generated image.
Build a reference pack
Start with an approved product photograph that clearly shows the required shape, colour, and important details. If you need multiple views, gather real references for those views where possible. Record features that must remain correct: the cap, handle, number of buttons, label position, or material finish.
Use the source material your selected model supports. A text-only model may create a plausible product without reproducing your actual item. Even with a reference image, inspect the result rather than assuming that the product has been preserved exactly.
Write the scene around the product
See existing photos turned into new ad creatives for examples of changing a scene around a reference. Use the creative-brief guide to turn the chosen direction into concrete instructions.
Describe the surface, background, lighting, framing, and space needed for copy. Keep the art direction specific enough to review. “Premium” is subjective; “a matte cream background, soft shadow to the right, and empty space above the bottle” describes visible requirements.
An illustrative scene brief is: “Use the supplied product reference for a studio concept. Place the bottle upright on a pale stone surface with soft side lighting. Leave the top third visually quiet for a headline.” Confirm that reference input is supported before using this instruction.
Review before expanding
- Compare the silhouette and proportions with the approved reference.
- Check packaging details, lettering, and repeated elements.
- Inspect reflective or transparent surfaces at full size.
- Check contact shadows so the product sits convincingly on the surface.
- Confirm that the composition leaves room for the planned design.
Reject images with misleading product details even if the scene is attractive. If exact lettering matters, retain it from a reliable original or rebuild it in a conventional editing step. Do not use generated packaging as proof of a feature the real product does not have.
Build a controlled set
Once one composition passes review, vary one dimension at a time: background, prop, or camera framing. Keep the product reference and acceptance criteria fixed. Name each direction clearly so the team can identify what changed and why.
Nova Creative can organize the brief, model alternatives, and subsequent video exploration in a reusable graph. Begin with a small test and check the current generator options. Treat final layout, exact text, and any necessary retouching as separate production decisions.
Know when to use conventional photography
If repeated attempts alter the product or the scene requires precise interactions, a real photograph with manual compositing may be the more appropriate route. Keep concept explorations distinct from approved commercial assets. Save the selected result with its reference and review notes, then inspect the final crop at the size customers will actually see.