AI-Assisted Security Testing: How We Combine AI and Human Expertise
AI is changing security testing — but not in the way most people think. At Awareness Security, AI-assisted testing is not about replacing humans, but about making security experts more effective and thorough.
Our approach is unique in the Norwegian market: all AI analysis runs locally on controlled infrastructure. No sensitive data is sent to OpenAI, Google, Anthropic or other external AI providers. Your vulnerabilities, source code and test results always remain in a controlled environment.
How do we use AI in practice? AI models assist with reconnaissance and mapping of the attack surface. They identify patterns in source code and configurations that may indicate vulnerabilities. AI helps prioritise findings based on severity and exploitability. And it generates documentation that security experts use as the basis for the report.
But AI has limitations. It is not good at understanding business logic — can a user order negative quantities? Is it a security problem that the admin panel is accessible via a guessable URL? These assessments require human understanding of context and consequences.
That is why we developed the Human-in-Control process with four checkpoints. Gate 0: The customer defines scope and signs authorisation. Gate 1: Security analyst reviews and approves the attack plan. Gate 2: All findings are manually validated by experts. Gate 3: The report is written and quality-assured by humans.
The result is the best of both worlds: AI's speed and systematism combined with human creativity, contextual understanding and accountability. No AI-generated report is delivered directly to the customer — everything goes through human quality assurance.
This sets us apart from providers that send customer data to cloud-based AI services for analysis. We believe that security testing should not introduce new risks. Your data deserves the same protection during testing as in production.
Curious about how AI-assisted testing could work for your organisation? Get in touch for a no-obligation conversation.