One of the primary challenges in this project was ensuring the sweater remained true to its original design across all generated images. Despite leveraging Midjourney's omni-reference tool to maintain consistency, the AI often produced variations that deviated from the actual product details—altering colors, textures, or structural elements of the knitwear. This necessitated a hybrid workflow where I would first generate atmospheric lifestyle scenes in Midjourney to capture the desired mood and composition, then export these images to OpenArt for precision editing. Through OpenArt's editing capabilities, I could manually correct the sweater's appearance, ensuring each final image accurately represented the product while preserving the authentic, spontaneous quality of the AI-generated environments. This two-platform approach became essential for balancing creative exploration with the commercial requirement of product accuracy.