The catalogue is the bottleneck
Stores do not usually struggle to make one good image. They struggle to make four hundred - a clean shot, a couple of angles and something usable in an ad, for every SKU, updated whenever the range changes. That volume is the actual problem, and it is a per-unit cost problem more than a creative one.
Where the money currently goes
Photography is priced per shoot and per shot, so seasonal ranges and frequent product turnover get expensive quickly. Generation moves that to a per-image cost you can see before you commit, which makes it viable to give long-tail SKUs the same treatment as hero products.
Creative testing needs volume you cannot shoot
Paid social rewards running many variants of a concept and killing the losers fast. Producing a dozen background and framing variations of one product is trivial to generate and impractical to photograph, which is where the approach earns its place rather than merely saving money.
Be selective about what you generate
Colour-critical and texture-critical goods still belong in front of a camera, because a customer who receives something different from the listing image will say so. Generation is strongest for scenes, angles, seasonal variants and advertising built around a product you have photographed once properly.
Frequently asked questions
- Where should a store start?
- Background removal across the catalogue, because it is the cheapest operation and everything downstream is easier from a clean cutout. Then apply generated scenes and upscales selectively to the products that carry your advertising spend.
- Is there a store integration?
- Not currently - you download the assets and upload them to your store or ad platform. If a direct integration matters to your workflow, say so, because that is useful signal for what to build next.
- Can generated images go on marketplace listings?
- Output on paid plans has no watermark and is yours commercially. Individual marketplaces set their own rules about how much a product image may be altered, so check the policy for your category.
- How do I budget for a catalogue?
- Use the credit calculator - enter your SKU count and the mix of operations you need, and it totals the credits at the cheapest model in each category. Credits on paid plans roll over, so a heavy month before a launch does not need a bigger subscription.
Related tools and workflows
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