Cybersecurity Insights & Expert Analysis
‍

Change one ID and the server returns someone else's data. A penetration tester's field guide to finding IDOR behind predictable IDs and UUIDs — and the server-side fix that actually holds.

With an authorized-testing context, capable open models answered our offensive-security questions with zero refusals — and still gave the wrong Hashcat mode for Kerberoasting. Why compliant is not correct, and the three axes a security-AI benchmark must measure separately.

Governance asks whether a control exists. Assurance proves it works. Why an AI security assessment built on questionnaires tells you almost nothing, and what evidence looks like.

Your AI policy names a tool, but your exposure is a data path. Five ways customer data reaches a model anyway, and how to test each one with canary data.

Autonomy makes integrity the hard problem. Why proving an AI action is genuine, authorized, and untampered now matters more than controlling access, and how to test for it.

Compare the top penetration testing companies for SaaS in 2026. Explore SaaS security testing, PTaaS providers, services, and key selection factors.

Learn how to threat model an AI system, map risks across the ML pipeline, identify AI-specific threats, and use MITRE ATLAS and NIST AI RMF.

Learn what ICS penetration testing is, how it secures OT and SCADA systems, and how ICS/OT testing differs from traditional IT penetration testing.

Learn how to security test an AI chatbot with this practical checklist covering prompt injection, jailbreaks, data leakage, LLM guardrails, APIs, RAG, and agentic AI risk.

Learn the difference between red teaming, penetration testing, and vulnerability scanning, including their goals, scope, methods, and when to use each.

Learn what Application Security as a Service (ASaaS) is, how it works, its benefits, challenges, and how it helps organizations achieve continuous application security.

Learn what HIPAA penetration testing is, why it matters, what systems to test, common vulnerabilities, best practices, and how it supports healthcare compliance.