Experiments & Cases
Case: 30-SKU Shop, Zero Studio — Lookbook in 3 Days
A real case study: how a small 30-SKU shop planned roles, generated scenes, ran QA gates, and shipped a complete lookbook fast without studio reshoots.
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Experiments & Cases
We Tested 3 AI Image Models for Product Shots — One Clear Winner
Stop ranking models. Rank your bottlenecks instead: geometry, texture, and label clarity. Here is a real comparison design.
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Experiments & Cases
Before/After: Phone Product Photo to Professional Banner (Real Workflow)
A real before/after workflow: phone photo input → direction kit → AI generation → QA gates → export banner-ready results.
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Brand Experiments
Brand Consistency Trap: 5 Times AI Broke Your Visual Identity
Five real failure patterns when AI breaks brand consistency — light drift, palette chaos, character slip, generic scenes, and volume without curation. Plus how to recover.
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Experiments & Cases
Experiment: 1 Outfit × 8 Lifestyle Scenes — What Actually Sells?
We mapped one hero outfit across eight lifestyle scenes using SCENE. Here is the experiment design, what each context is for, and what category data says actually converts.
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