Production Challenge
Baseline Visual Bottleneck
Pasted cutouts looked artificial due to mismatched rim light, contact shadows, and surface color bounce.
ComfyUI Engineering · D2C Beverage & Skincare
Deterministic Product-Swap & Scene Relight DAG
Modular ComfyUI directed acyclic graph swapping real SKUs into art-directed hero scenes with automatic ambient light wrap.
Verified Outcome Metric
Zero label drift across 100% of batch test runs; packaged for 1-click designer execution.
Deterministic Pipeline Architecture
Engineered Solution
Two-stage ComfyUI DAG computing environment illumination normals and applying subtle edge light-wrap without touching core label pixels.
Interactive Plate Inspector
Compare multi-shot continuity & lighting fidelity.
Archive Gallery (5 High-Res Plates)
Extracted production deliverables.
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