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BeforeAfter

coverage 32% → 85%1600×1200 → 2000×2000QA 96 · PASS

Detect, crop, centre, fill 85%
Deterministic CV finds the product, trims whitespace and builds the canvas. No blind upscaling.
Every result QA-checked
An independent inspector compares original and output: same product, logo, colour, components.
Filenames and folders preserved
products/football/red-football.jpg comes back as products/football/red-football.jpg.

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