A Practical First-Image Test for an AI Photo Editor
The difficult part of building a prompt-led AI photo editor is not putting a text box beside an upload control. It is preserving a reviewable chain from the source image to the downloaded result. I used AI assistance while drafting this article, then reviewed and revised the technical and product claims against ArtDo’s documented workflow and limitations. Without that chain, a successful request can still produce an unusable outcome. The system may return an image, but the user can no longer explain which source, instruction, compatible settings, or review decision led to it. Define the unit of work The unit of work should be an edit request, not a vague generation event. It needs enough structure to answer five questions: Which source image or images are being used? What should change? What must remain stable? Which currently supported settings shape the request? What evidence will determine whether the result is acceptable? This is why “enhance this” is a weak starting point. It does...