Under The Hood

Built on Modern Generative AI

We combine multiple state-of-the-art models to control every pixel. This isn't just a filter — it's a semantic understanding of your product.

Stable Diffusion XL + ControlNet

We utilize a fine-tuned version of SDXL combined with ControlNet depth and canny adaptors. This allows us to understand the 3D geometry of your product from a 2D image, ensuring lighting and perspective are consistent in the generated background.

Real-ESRGAN Upscaling

Supplier images are often low quality. Our pipeline automatically runs them through Real-ESRGAN specifically tuned for product photography to restore texture and sharpness before generation begins.

Identity Preservation Engine

Our proprietary 'Identity Lock' masking system segments important brand elements like text, logos, and specific product textures to prevent the AI from hallucinating or altering the core product.

Pipeline Initialized

> Loading SDXLLoRA.safetensors...

> Analyzing depth_map...

> Segmenting foreground object...

> Masking detected text [OCR:99%]

> Generating 4 variations...

> Upscaling output (4096x4096)...

Success (2.1s)

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