Need help with realistic object integration in ComfyUI

Hi everyone,

I am working with SDXL and ComfyUI and trying to improve realism in my workflow.

I trained a custom character LoRA and a clothing LoRA using kohya_ss. Character consistency is working well, but I am struggling with adding objects into generated images.

The main issue:

When I add an object/product using prompting or inpainting, it often looks like an AI-generated object instead of a realistic item.

Problems I notice:

  • inconsistent shape
  • unrealistic placement
  • details not preserved
  • doesn't look like a real photograph

I have tried basic inpainting and reference images, but I am still looking for a better workflow.

What methods are people using for realistic object insertion in SDXL?

Would appreciate any advice from people using ComfyUI workflows.

Thanks!

Posted Jun 12, 2026, 12:41 PM UTC

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