Review actual-use and misuse reports from comparable: Which evidence would most directly resolve that
Comparable real-use and misuse evidence addresses downstream behavior, whereas benchmarks and intended-use materials do not.
The question
A public-benefit agency is considering approval of a generative-AI assistant that drafts eligibility notices. Reviewers specifically doubt whether downstream users may repurpose drafts into unsupported benefit denials. Which evidence would most directly resolve that uncertainty before approval?
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- Compare the model’s accuracy on a standard eligibility benchmark.A benchmark can measure selected accuracy, but it does not establish how downstream users repurpose drafts or create misuse.
- Review actual-use and misuse reports from comparable deployments. ✓Comparable deployment evidence directly reveals downstream repurposing patterns, misuse pathways, and corrective responses beyond laboratory performance testing.
- Obtain the vendor’s summary of intended users and approved workflows.Vendor descriptions clarify intended use, but they cannot resolve whether real users have already created unsupported denial practices.
- Survey agency reviewers about whether the interface appears easy to understand.Usability feedback may identify interaction concerns, but it does not provide evidence about downstream misuse or repurposed decisions.
The trap
Match the evidence to the uncertainty: downstream misuse requires observed-use or incident evidence, not merely model testing. How to remember it
Comparable real-use and misuse evidence addresses downstream behavior, whereas benchmarks and intended-use materials do not.
How many of these would you get right?
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