PRODUCTION SCENARIO
A team has tested an image model only on how good the generated campaign images look. The campaign has to ship at a fixed aspect ratio and pass brand review.
What else must the acceptance test cover?
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Show answer and explanation
Answer: The delivered aspect ratio and the brand team's approval
Supporting the right modality is necessary but not sufficient: the asset has to satisfy the delivery specification and the business requirement the stem names, which are the aspect ratio and brand approval. Aspect ratio is a generation-time setting (imageConfig.aspectRatio) on Google's image models, so it is testable before anything ships. Benchmark scores and leaderboard rank compare models against each other and say nothing about whether this asset fits this campaign. Latency and throughput matter once the campaign runs at volume, and an image that renders fast at the wrong ratio still cannot run. Cost per image and monthly spend are real acceptance criteria on high-volume work and are simply not the two constraints stated here.