---
id: 3873
title: "You’re Pen Testing AI Wrong: Why Prompt Engineering Isn’t Enough"
source_domain: bishopfox.com
source_url: "https://bishopfox.com/blog/youre-pen-testing-ai-wrong-why-prompt-engineering-isnt-enough"
published_at: "2025-07-09 00:00"
tags: ["ai-security", "prompt-injection", "red-team", "llm-security", "penetration-testing", "application-security"]
phying_url: "https://phying.com/item/3873"
lang: en
---

# You’re Pen Testing AI Wrong: Why Prompt Engineering Isn’t Enough

## Summary

Static prompt checks miss real LLM risks, Bishop Fox argues: models interpret intent, not rules, so testing must be scenario-driven and adversarial — a prompt that flips a safety policy shows why.

## Intelligence Metadata

- **Sources:** bishopfox.com
- **Published:** 2025-07-09 00:00
- **Original:** https://bishopfox.com/blog/youre-pen-testing-ai-wrong-why-prompt-engineering-isnt-enough
- **Phying News:** https://phying.com/item/3873