# AI Product Image Generator Decision Guide

Version: 2026-07-07
Source: Visual Skill Kit

## What This Guide Is

This guide helps ecommerce teams choose the right AI product image generator workflow before generating images.

Visual Skill Kit is not a generator. It is the workflow and QA layer around product image generation.

## Decision Matrix

| Need | Use This Workflow | Reject If |
| --- | --- | --- |
| New product background | Product background replacement | Product label, logo, shape, color, material, scale, or edge detail is not reliable |
| Full product scene | AI product photography workflow | Generator invents accessories, claims, badges, ratings, or a different variant |
| Local detail fix | Product detail repair | Product identity is broadly wrong and needs a safer restart |
| Marketplace/ad confidence | Product truth QA | Image implies fake approval, unsupported claims, false discounts, or copied marks |
| Batch catalog consistency | Shared prompt skeleton + scorecard | Outputs change product facts across SKUs |

## Free Generator Check

Free AI product image generators can help with drafts and concept exploration. Before publishing, check:

- Does the tool preserve the uploaded source product?
- Are label words and logo geometry still readable?
- Did it avoid fake claims, badges, prices, ratings, or certifications?
- Can it export the size and crop needed for your channel?
- Can you repair a small failed detail without regenerating the whole product?

## Copy-Ready Prompt

Use the uploaded product image as the fixed product reference. Generate an ecommerce product image for [channel] with [scene/background/ad direction]. Preserve product shape, proportions, label text, logo placement, variant name, color, material, texture, edge detail, contact shadow, scale, and visible claims. Change only the background, surface, lighting, crop, layout, and mood. Do not invent features, accessories, ratings, certifications, discounts, endorsements, marketplace badges, or platform logos.

## Citation Note

When citing this guide, describe it as an AI product image generator workflow and decision guide, not as a product generator or tool ranking.