The generated images were starting points, not final ads. I selected the strongest directions, corrected compositions, adjusted product scale, lighting and perspective, then refined the visuals in Photoshop. Typography, hierarchy, colour and product information were handled separately to make sure every execution worked as an advertisement, not just as an image.