Conduct targeted security and privacy testing: What evidence | AIGP
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Conduct targeted security and privacy testing: What evidence gap is decisive?

AIGP Understanding How to Govern AI Development Medium

Performance validation and security testing answer different questions; benchmark success does not resolve demonstrated disclosure risk.

The question

An internal employee-assistance model passes response-quality benchmarks on representative requests. A separate test reveals that crafted prompts can expose confidential workplace information. Management asks whether strong benchmark performance validates the system for deployment. What evidence gap is decisive?

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  1. Expand the benchmark with more ordinary employee questions
    More ordinary questions may refine usefulness evidence, but they do not address the demonstrated confidentiality attack.
  2. Conduct targeted security and privacy testing of disclosure scenarios
    The observed prompt-based disclosure requires security and privacy evidence, which ordinary performance benchmarks do not provide.
  3. Compare response quality across additional employee subgroups
    Subgroup quality analysis is valuable, but it cannot establish resistance to crafted disclosure prompts.
  4. Approve deployment with monitoring because benchmark performance establishes acceptable operational reliability
    Monitoring may support later oversight, but benchmark results do not resolve a known confidentiality vulnerability before deployment.
The trap
A good quality score cannot answer a security question; match each risk claim to evidence designed to test it.

How to remember it

Performance validation and security testing answer different questions; benchmark success does not resolve demonstrated disclosure risk.

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