Skip to main content
Monitor displaying a grid of apparel image frames in a dim studio

Guides

AI Image Tools guides

Workflow guides, input-preparation walkthroughs and marketplace policy explainers for the AI tools that turn flat-lay garments into on-model imagery.

Articles
2
Editor
The RemoveClothing Test Desk

This track exists because most AI try-on failures are input failures, not model failures. A garment shot on a crumpled surface under mixed lighting produces warped seams no matter which tool renders it. These guides cover what to control before you spend a credit, and what the marketplaces will accept once you have the file.

Grid of apparel frames displayed on a calibrated studio monitor

Can You Use AI Model Photos on Amazon?

Amazon and Shopify take different positions on AI-generated model imagery. What each platform allows, the labelling rules, and the resolution minimums that apply.

The RemoveClothing Test Desk · July 23, 2026

Flat-lay garment arranged on a studio test surface under even light

How to Photograph Flat-Lay Garments for AI Try-On Tools

Most bad AI try-on output is caused by the input, not the model. Here is how to shoot flat-lay garments so a generator has something to work with, based on what failed in our test runs.

The RemoveClothing Test Desk · July 21, 2026

Newsletter

New scores, every time we re-test

One monthly email: tools added to the index, scores that moved after a model update, and price changes across the 14 tools we track. No vendor sponsorships.