Short AI Summaries Make Complex Detection Instantly Understandable

How It Works

Detection rules are growing more complex — packed with nested logic, exceptions, file path filters, and deeply specific behavioral conditions. Reading and interpreting these rules, especially those written by third-party teams, is time-consuming even for seasoned detection engineers.

That’s where Uncoder AI’s Short Summary generation comes in. This feature automatically creates human-readable, one-line explanations of complex detection queries — enabling analysts to understand intent instantly without needing to parse syntax.

In the example provided, a Google SecOps detection rule targeting suspicious file creation in the Windows System32 directory is summarized as:

“This query detects potentially malicious activity related to file creation in sensitive folders, filtering out known legitimate processes.”

This summary is generated by Uncoder AI’s Llama 3.3 model, hosted entirely within SOC Prime’s SOC 2-compliant private cloud to guarantee security and IP integrity.

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Why It’s Innovative

The Short Summary feature applies AI natural language understanding to security telemetry — transforming code into clarity. Instead of reverse-engineering rule logic line-by-line, analysts receive an immediate abstract of what a rule is detecting.

Key innovations:

• Customized AI (Llama 3.3) tuned for detection engineering, not generic NLP.
  
• Hosted in a fully private environment — detection logic never leaves SOC Prime’s cloud.
  
• Supports 48+ detection languages, including Google SecOps, Splunk, Sigma, Elastic Stack, Cortex XDR, and more.
  
• Offers an “executive-level” understanding of even the most nested rule conditions — instantly.

Operational Value

• Accelerates Rule Triage: Understand third-party or legacy rules in seconds, not minutes.
• Improves Documentation: Summaries can be exported to support audits, wikis, and briefing decks.
• Boosts Content Collaboration: Short descriptions make it easier for teams to align on use cases and coverage intent.
• Reduces Analyst Burnout: Less time spent decoding unfamiliar detection logic = more focus on actual threat response.

From Cryptic Code to Clear Intent in One Click

SOC Prime’s Uncoder AI doesn’t just translate syntax — it explains it. With Short AI-generated Summaries, detection rules written in any of 48+ supported formats are distilled into actionable, shareable, and understandable language. No matter how complex the logic, Uncoder AI gives analysts a shortcut to clarity — with zero trade-off in security or control.

With this feature, every rule becomes readable. Every alert becomes explainable.

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