Conduct security testing for prompt injection: Which evidence | AIGP
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Conduct security testing for prompt injection: Which evidence gap should receive priority?

AIGP Understanding How to Govern AI Development Medium

Accurate responses do not establish security; prompt injection and disclosure require dedicated security testing.

The question

A customer-service assistant answers test questions accurately and meets response-time targets. Before deployment, the team has not tested prompt injection or whether crafted requests can expose customer records. Which evidence gap should receive priority?

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  1. Benchmark response quality across additional service categories and languages.
    Broader quality benchmarking addresses coverage, while the stated untested risk concerns hostile inputs and information exposure.
  2. Conduct security testing for prompt injection and unauthorized information disclosure. ✓
    Security testing directly addresses adversarial manipulation and record exposure, risks not established by ordinary performance validation.
  3. Add human review for low-confidence answers after confirming current response accuracy.
    Human review may reduce some output errors but does not establish resistance to prompt injection or unauthorized disclosure.
  4. Expand ordinary accuracy testing across more customer questions.
    More accuracy examples may improve performance evidence but do not test adversarial access or possible customer-record exposure.
The trap
Match the test to the risk: accuracy evidence cannot substitute for adversarial security evidence.

How to remember it

Accurate responses do not establish security; prompt injection and disclosure require dedicated security testing.

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