Editor’s Note: This is the fourth in a series of posts on the advantages of a Shift Left – Shield Right approach to security.
The security landscape is being revolutionized by Artificial Intelligence, and not just for the defenders. Malicious actors are now using AI to discover novel vulnerabilities and launch sophisticated, automated attacks that can bypass traditional security controls with ease.
AI-driven attacks are characterized by speed, scale, and polymorphism. An AI can generate thousands of unique attack payloads per second, each slightly different, to probe for weaknesses and evade signature-based tools like WAFs. Trying to write a signature for every possible variation is a losing battle.
This is where the context-aware, technique-focused approach of Waratek IAST* + Waratek RASP provides a decisive advantage.
Fighting a Smart Machine with a Smarter Defense
- Waratek IAST Exposes the Root Flaw: An AI attacker might craft a million different SQL Injection payloads, but IAST doesn’t care about the payload. During testing, IAST focuses on the root cause: the vulnerable code that fails to sanitize user input. It identifies the fundamental weakness in the application’s logic. By fixing that single line of code, you neutralize all one million potential attack vectors the AI could have used.
- Waratek RASP Neutralizes the Attack Technique: In production, Waratek RASP acts as the runtime guardian. It’s not looking for a specific malicious string. Instead, it observes application behavior. When an AI-generated payload finally hits its mark and attempts to corrupt a SQL query, RASP doesn’t see a “signature.” It sees a violation of a fundamental security rule: “An application command is being built with untrusted user data.” RASP intercepts and terminates this unsafe operation at the JVM level.
The AI can be infinitely creative in crafting its attack, but it cannot change the fact that to succeed, it must force the application to misbehave. Waratek RASP stops the misbehavior itself, rendering the AI’s creativity completely irrelevant.
While attackers use AI to innovate on offense, the IAST + RASP combination focuses on fundamental defense. You find and fix the underlying flaws with IAST, and you enforce secure runtime behavior with Waratek RASP. This makes your applications resilient by design, not by signature.
In our final post, we’ll tie this all together and look at the concrete business outcomes this strategy delivers.
*Waratek IAST will be available in early 2026. Request a demo today.
