A background swap is an image to image job. Text to image will invent a new SKU.
Upload the pack. Prompt the set. Keep the label.
Why does text to image fail a background swap?
It has no pixels of your bottle, so it guesses a similar product.
Image to image starts from your upload. That is the listing-safe path on this AI image generator.
When a still is close, prefer image to image to keep composition while you change lighting, background, or crop intent. Regenerating from a blank text to image prompt usually costs more exploratory credits.
Record what worked: model name, ratio, and the exact prompt line that survived review. That notebook becomes your reusable playbook across ecommerce, social, and concept batches.
On deep-imager, treat the AI image generator as a credit-aware studio: lock aspect ratio, pick the model, then write the prompt so text to image spends once on a usable frame.
What prompt should ride along with the upload?
Name only the new set: a red background or black background, soft shadow, no extra props.
If you also say “luxury perfume campaign,” the model may restyle the bottle.
When a still is close, prefer image to image to keep composition while you change lighting, background, or crop intent. Regenerating from a blank text to image prompt usually costs more exploratory credits.
Record what worked: model name, ratio, and the exact prompt line that survived review. That notebook becomes your reusable playbook across ecommerce, social, and concept batches.
On deep-imager, treat the AI image generator as a credit-aware studio: lock aspect ratio, pick the model, then write the prompt so text to image spends once on a usable frame.
When do you still use text to image?
For a lifestyle scene you will composite the real SKU into later.
Keep those stills on a separate credit from the swap loop.
When a still is close, prefer image to image to keep composition while you change lighting, background, or crop intent. Regenerating from a blank text to image prompt usually costs more exploratory credits.
Record what worked: model name, ratio, and the exact prompt line that survived review. That notebook becomes your reusable playbook across ecommerce, social, and concept batches.
On deep-imager, treat the AI image generator as a credit-aware studio: lock aspect ratio, pick the model, then write the prompt so text to image spends once on a usable frame.
How many credits per SKU background?
Usually one; two if you correct shadow. 5 free credits cover a few SKUs; Basic is $1/month for 10.
Expect 30 seconds–2 minutes. Paid plans add watermark-free HD for the PDP.
When a still is close, prefer image to image to keep composition while you change lighting, background, or crop intent. Regenerating from a blank text to image prompt usually costs more exploratory credits.
Record what worked: model name, ratio, and the exact prompt line that survived review. That notebook becomes your reusable playbook across ecommerce, social, and concept batches.
On deep-imager, treat the AI image generator as a credit-aware studio: lock aspect ratio, pick the model, then write the prompt so text to image spends once on a usable frame.
How do you keep quality high without wasting credits?
Lock ratio first, run one strong text to image pass, then refine with image to image instead of endless fresh prompts.
Before you click Generate, confirm the credit cost on the button and the aspect ratio for the channel you will actually publish to.
If the model returns a safety or policy error, rewrite the prompt without protected names or sensitive requests rather than retrying the same blocked wording.
For team handoff, save the winner still and the prompt in your dashboard history so the next editor can Make Same or continue with image to image.
On deep-imager, treat the AI image generator as a credit-aware studio: lock aspect ratio, pick the model, then write the prompt so text to image spends once on a usable frame.
Start in text to image or image to image, pick a model such as GPT-4o image, then check pricing from $1/month and how credits work before a long run.