Capability
Batch Image Generation With Identity Consistency
20 artifacts provide this capability.
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Stability AI APIAPI38/100
via “batch image generation with seed control”
Stable Diffusion API — image generation, editing, upscaling, SD3/SDXL, video, and 3D models.
Unique: Provides explicit seed control that maps directly to the diffusion sampling loop, enabling perfect reproducibility within a model version. Allows users to generate variation sets by incrementing seeds or to reproduce exact outputs for testing and documentation.
vs others: More reproducible than competitors without seed control; enables deterministic workflows but less flexible than competitors offering continuous variation parameters