Deterministic image generation through structured JSON specifications
Stop fighting with prompts. Control every aspect of your images with structured data. One JSON spec → reproducible results.
The spec is the product. Images are derived artifacts.
Same spec + same seed = reproducible output every time.
Lock camera, lighting, color, or composition to prevent drift.
Create structured JSON with camera, lighting, color, and composition settings
Use FIBO via Hugging Face or provide your own API key for custom generation
Track every change, compare versions, and see exactly what changed