I’ve been trying to create consistent product-style images for blog headers, landing pages, and social posts, and the biggest lesson I learned is: don’t start with “perfect prompts” — start with a repeatable structure.Here’s the workflow that made my outputs look much more consistent:1) Pick one visual style and stick to itBefore generating anything, decide the vibe (studio lighting, minimal background, glossy 3D, flat illustration, etc.). Consistency beats variety if you’re building a brand.2) Use the same “prompt skeleton” every timeI keep a simple template like:
- subject + angle (front/45°/top-down)
- lighting (softbox/studio light)
- background (clean/gradient/solid color)
- detail keywords (sharp edges, high detail, realistic texture)
3) Generate 6–10 variations, then choose 1 winnerThe first draft is rarely perfect, but one variation usually has the right composition. From there, it’s much easier to refine.4) Keep the background clean for flexibilityEven a light gray or soft gradient background makes it easier to reuse the image in banners, thumbnails, and ads.5) Do quick “polish passes” instead of redoing everythingSmall changes like “less noise,” “more contrast,” or “cleaner edges” often fix 80% of the issues.For anyone doing this kind of content work, I’ve been using nano banana pro to generate fast image drafts and then iterating until I get a clean, usable result for web and social.Hope this helps if you’re building marketing visuals and want something that looks consistent without spending hours in Photoshop.
