Start with the deliverable
Define the final canvas, subject constraints, text requirements, and acceptable repair work before comparing showcase images.
Check the real inputs
Use the controls that actually exist today. Planned uploads, video, resolutions, and prices must not influence a current decision.
Measure a usable result
Consider prompt adherence, retries, storage, and the work after generation—not just the cost of one provider call.
Keep the workflow visible
A useful product records job state, prevents duplicate submission, and preserves successful media after temporary links expire.