Fast mode vs consistent mode

Start with a repeatable standard

Fix the camera angle, aspect ratio, light direction and file naming. Process a small sample first, confirm the result, then apply the same rules to the whole batch.

Automate repetition, keep human review

Automation is ideal for repetitive steps, but condition, marks, materials and brand details still need manual review. Never invent details that are not visible in the source photo or hide genuine flaws.

Check before publishing

Compare with the originals for silhouette, colour, crop and close-up integrity. Ensure titles and descriptions contain only verifiable facts, then preview the cover and sequence on mobile.