| Starting input |
Use a text description or image reference; test the input type that matches your actual brief.
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Use a text description or image reference; keep the same source material for a fair comparison.
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| Generation effort |
Count every attempt needed to reach a candidate worth exporting, including prompt revisions.
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Count every attempt under the same brief rather than comparing a first result with a refined one.
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| Shape cleanup |
Inspect silhouette, thin parts, intersections, and unwanted fused details in a mesh editor.
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Inspect those same areas at the intended viewing distance and scale.
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| Surface work |
Check whether materials and texture detail remain useful after export, not just in the preview.
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Check exported materials under the same lighting before deciding which surface is easier to finish.
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| Pipeline fit |
Verify the available export against your editor, engine, or fabrication workflow.
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Run the same import test; a visually stronger result is less useful if it needs more conversion.
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| Revision cost |
Record how much manual work survives when the brief changes.
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Record whether a new generation saves time or forces you to repeat cleanup.
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| Final comparison |
Judge the total time and effort to reach your acceptance standard.
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Use the same standard, source input, and destination application.
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