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Should failed attempts be included in cost analysis?

Yes. They consume resources even when the user receives no completed output.

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More FAQs in How do you monitor time and cost across a generation pipeline?

It distinguishes a capacity problem from a slow generation or rendering stage.

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Representative jobs with comparable input and output sizes, including their retry counts.

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