AI Product Images for Ecommerce
Plan a consistent set of ecommerce product images using real photos, a SKU reference sheet, and checks for labels and scale.
To make a consistent set of AI product images, start with real photos of one SKU and a written reference for what must stay the same. Approve a sample before generating the rest. Inspect the images at the size buyers will see and use a real photograph when the package text, certification, or exact construction is important.
Scott’s Cohort 2 workshop ran a six-step workflow across seven categories. Its examples show why a single attractive hero image tells you little about whether the whole set will match the real item. SCT Camp Cohort 2
Why does label text fail?
The label may occupy very few pixels, even when the image file is large. In one workshop test, the same mark was distorted on a 1024 × 1024 output and readable on the 2048 × 2048 version. In another set, a small product crop changed the printed number 360 to 300. A closer crop helped in those examples. Exact text still needs to be checked against the real packaging.
Use real photos for ingredient panels, certifications, barcodes, and other required copy. If the generation adds a certification or changes a number, reject the image. Set the aspect ratio and intended product size in each brief, then inspect both after export. Shopify product media guidance
What belongs on the product reference sheet?
| Field | Source |
|---|---|
| SKU and variant name | Catalog record and matching real photo |
| Materials and colors | Product specification and reference under ordinary light |
| Scale and dimensions | Measurement or a photo with a familiar object |
| Label text | Real package close-up |
| Details to preserve | Ports, buttons, seams, repeated parts, and included accessories |
| Views | Front, back, and additional angles for parts the model might invent |
Check the sheet before blaming the generator. In one workshop comparison, correcting the logo entry changed the review result from three passing images out of nine to seven. The images had stayed the same. The source of truth had changed.
How do you make the whole set?
- Inspect a few listings in the category and write down which buying question each image answers.
- List the questions for your product. A bag might need capacity, opening, and on-body scale. A device may need ports and included accessories.
- Create the SKU reference sheet and a shot list with aspect ratios, crops, and mandatory details.
- Produce one sample image and compare it with the real product. Resolve product and composition issues before continuing.
- Generate each shot from the approved reference. If a repair starts to distort the image, begin again from the original reference rather than the last modified output.
- Check the full set side by side. Open individual images at full size to check labels, logos, and geometry.
What should you check before uploading?
Confirm that every image belongs to the right variant, required package information comes from a real photo, and nothing in the crop implies a different size or included accessory. A browser-based provenance check can surface signals to investigate. Keep the original references and have someone approve the finished listing images. English product image checker · How to read the image evidence · AI product video workflow