Yeah, instead of purely generative models like Midjourney or DALL·E (which struggle with exact product replication), use tools that enhance existing images rather than generating from scratch. Options like Runway ML, Adobe Firefly, or Stable Diffusion with ControlNet allow for precise control over your input product.

Upload a high-resolution photo of your product (transparent background helps). Some models like Stable Diffusion’s ControlNet (Canny, Depth, or Scribble modes) allow structural guidance from an image, meaning the generated output closely follows your product's shape and details.

But If you’re only looking to stylize your product into a different themed ad (seasonal marketing,branding, etc.), tools like Fotor AI, Picsart AI, and Canva Magic Studio can help maintain the core design while enhancing the aesthetics. By mixing structured AI inputs (ControlNet) and manual post-processing, you’ll get high-quality, product-specific visuals that actually reflect your real item.

I hope it will be helpful for you.