Pack shots fail when lighting and background drift across SKUs — fix that with a reference-first image to image loop.
Why start from a reference instead of pure text to image?
A photo of the real SKU keeps silhouette and label placement; text to image invents a new product.
Upload the cleanest pack photo you have, then instruct image to image to keep the product and replace only the background or color cast.
Use text to image only for lifestyle scenes where the product can be composited later.
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 does a three-variant set take?
Usually one cleanup pass plus two background variants if each run is one credit on your model.
Budget on the Generate button. New accounts with 5 free credits can finish a first SKU test if retries stay low.
Keep client drafts Private; publish gallery examples only when approved and policy-safe.
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 quality checks matter before export?
Edge cleanliness, label readability, and consistent shadow direction across the set.
Zoom the preview in the message center before download. If edges fray, run another image to image pass with a tighter keep-product instruction.
Match aspect ratio to the marketplace tile so you do not crop labels later.
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.