1. Define the design job
Separate ideation, compositing, background removal, production variation, layout and final artwork; each may need a different tool.
2. Test controllability
Evaluate reference adherence, editing, masking, consistency, typography, colour and export—not just the best generated image.
3. Check production quality
Inspect resolution, artefacts, layers, file formats and print requirements. A striking preview may not be deliverable.
4. Review rights
Read commercial terms and restrictions for inputs, outputs, people, brands and client assets.
5. Keep a provenance record
Save source assets, prompts, edits, approvals and licences for work that matters.
Worked example: marketplace product scenes
A designer photographs one product on a neutral background, then tests background removal and three scene variations. The scorecard checks edge quality, colour accuracy, shadows, consistency, editable output and marketplace rules. AI generates the setting, but the original product remains unchanged and the final file is inspected at full resolution.
Keep a decision record
Record the exact use case, tested plan, evidence links, sample input, result, known limitations, responsible reviewer and next review date. This makes the decision explainable when prices, policies or capabilities change.
Red flags to avoid
- Do not judge quality from a small preview.
- Do not upload restricted client assets without approval.
- Do not assume generated typography is production-ready.
Decision checkpoint
Write down the evidence, remaining uncertainty and next review date. For changing plan details, follow the official vendor links in the tool directory.