Uncoder AI Visualizes Threat Behavior with Automated Attack Flow

How It Works

Understanding the steps adversaries take during an attack can be critical for detection logic and defense prioritization. Uncoder AI introduces a new capability: transforming raw threat intelligence—such as blog posts, reports, or technical descriptions—into a visual Attack Flow.

As shown in the interface screenshot, the system ingests narrative input about a campaign attributed to the APT group “Kimsuky” and generates a structured flow:

  • From phishing attachment delivery (T1566.001)
  • Through execution of obfuscated scripts
  • Registry key modification for persistence
  • To decoding and further payload staging

Each step is mapped as a discrete action, allowing SOC teams to visually follow the attacker’s journey.

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Why It’s Innovative

This feature draws inspiration from the open-source Attack Flow project but extends it by embedding AI interpretation directly into detection workflows. Rather than handcrafting diagrams, users receive a machine-generated, machine-readable visualization in seconds.

Uncoder AI leverages its custom-hosted Llama 3.3 model to extract tactics, techniques, and procedural logic directly from input text. The output is:

  • Fast— flows are generated in ~2 minutes
  • Structured— machine-readable MMD format supports integrations
  • Explainable— supports decision-making across engineering and leadership teams

Operational Value

  • Accelerates Threat Understanding: Reduces the time to interpret campaign behavior from narrative to logic.
  • Improves Detection Logic: Helps analysts translate attack sequences into precise detection steps.
  • Enables Proactive Defense: Visualizing full attack chains supports identifying gaps beyond static IOCs.
  • Empowers Cross-Functional Teams: Supports communication between technical teams and decision-makers with visual evidence.
  • Aligns With Existing Telemetry: Flows can be cross-referenced with alerts to assess coverage and refine detections.

From Walls of Text to Strategic Clarity

By converting threat narratives into structured, visual attack chains, Uncoder AI brings clarity and speed to threat response. It’s a practical leap forward in how defenders interact with complex adversary behavior—making detection smarter, faster, and easier to communicate across the organization.

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The post Uncoder AI Visualizes Threat Behavior with Automated Attack Flow appeared first on SOC Prime.