An AI tool can support exploration but purpose selection and review still need human judgment Start with a workflow and acceptance criteria not just a longer prompt
Define what a good result must preserve
Before generating an image establish the purpose audience and message List the things that must remain accurate a product’s shape its identity essential elements and the intended placement Without acceptance criteria an impressive image can quietly replace the actual brief
Specify the tool’s role Exploring a direction making a concept sketch and producing an image that represents a real product are different tasks They need different levels of review A useful visualization is not automatically a publishable final asset
Make the workflow inspectable
A practical sequence is to define the idea collect references you are permitted to use run a limited set of experiments select against the brief and prepare the chosen result for publication Record what changed between attempts so the decision is understandable
Avoid changing lighting composition style and message simultaneously and then guessing which change helped Keep successful choices stable and test a specific adjustment This is a way to improve judgment not a guarantee that a tool will preserve every detail
Inspect the easy-to-miss details
Check lettering logos repeated objects product geometry and the relationship between light and shadow Compare with the source when fidelity matters A more attractive atmosphere is not a reason to accept a changed label or an important missing element
Consider what you submit to the tool as carefully as what comes out Keep private client material out of an unapproved workflow and retain asset provenance and usage information Regeneration does not establish ownership of an unknown source or certify that the result is accurate
Approval is a judgment, not the last button
Inspect the final crop and display size in context Identify personal concepts and uncommissioned explorations honestly rather than implying a commercial collaboration that never occurred AI can support a clearer creative process but choosing checking and representing the work remain responsibilities of the person directing it
