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ListingReady methodology

How ListingReady Tests AI Image Workflows

ListingReady workflows are built around real product-image tasks. We test whether the prompt creates the intended e-commerce image while keeping the original product accurate and recognisable.

01

Start with a real product photo

Each workflow begins with an actual product image, not a text-only concept. The reference photo gives us a real colour, shape, print, texture, stitching and construction to preserve.

02

Test the complete prompt

We test the full copy-paste prompt using the model and settings shown on the workflow page. The goal is to reproduce the intended listing image without requiring the user to write or restructure the prompt.

03

Check product preservation

We review whether the generated image preserves the original product colour, print, stitching, texture, shape and proportions. A visually attractive result is not considered successful when the product itself has changed.

04

Record common failures

Problems found during testing are documented in the Common Mistakes section. These can include colour shifts, altered prints, incorrect garment proportions, invented details or unrealistic fabric texture.

05

Create correction prompts

Specific Fix Prompts are written for the issues discovered during testing. These correction instructions help users repair a result without restarting the entire workflow.

06

Publish the tested workflow

The finished workflow is published with its complete prompt, recommended AI, exact settings, example result, testing information, common mistakes and correction prompts.

Our publishing standard

ListingReady does not publish untested prompt ideas. Each workflow is designed around a real product-image task and includes practical correction prompts based on common AI-generation failures.

Explore the tested workflows

Choose a product type and open the complete prompt, settings and correction instructions.

Browse workflows