Autonomous Report Composer for Human-Readable Cyber Threat Reports

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Solution Overview

Problem

The manual process of drafting security and threat intelligence reports is time-consuming and inefficient, making it difficult for security professionals to respond promptly to cyber threats, often resulting in significant harm before detection.

Innovation Solution

An AI cyber security analyst system that collaborates with an autonomous report composer to analyze cyber threats, generate reports in human-readable format using machine learning and natural language processing, and suggest remediation steps, leveraging pre-written templates and libraries to streamline the reporting process.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Measurement precision

If manual drafting of security reports is used, then comprehensive analysis can be achieved, but time consumption increases significantly

Engineering Contradiction:
Improvecomprehensive analysis qualityVSAvoidreport drafting time
Core Design Contradiction:
Measurement precisionVSLoss of time

Solution Approach 1:

The system enables automated self-service reporting where the AI cyber security analyst autonomously collects threat data, analyzes security events, and generates comprehensive reports without manual intervention. The autonomous report composer automatically synthesizes findings into formatted reports, eliminating the need for manual drafting while maintaining comprehensive analysis quality through automated data aggregation and template-based composition.

Inventive Principle:
Principle #25Self-service

Solution Approach 2:

The patent replaces the mechanical manual drafting process with an automated AI-based system. The AI analyst substitutes human analysts in performing data collection, threat assessment, and report generation tasks. The autonomous report composer uses automated text generation and template processing to replace manual report writing, significantly reducing time consumption while preserving analytical depth through systematic data processing.

Inventive Principle:
Principle #28Mechanics substitution (Replace mechanical system)

2Measurement precision

If manual threat analysis and reporting is performed, then detailed security assessments can be produced, but response speed decreases

Engineering Contradiction:
Improvesecurity assessment detailVSAvoidthreat response speed
Core Design Contradiction:
Measurement precisionVSSpeed

Solution Approach 1:

The system implements continuous automated monitoring and analysis where the AI cyber security analyst constantly collects threat intelligence, analyzes security events in real-time, and generates reports without interruption. The autonomous report composer continuously processes security data and produces assessments as threats evolve, maintaining both detailed analysis and rapid response by eliminating manual processing delays and enabling uninterrupted security monitoring.

Inventive Principle:
Principle #20Continuity of useful action

3Loss of information

If comprehensive security reports are manually drafted, then thorough threat intelligence can be provided, but productivity decreases

Engineering Contradiction:
Improvethreat intelligence completenessVSAvoidreport generation efficiency
Core Design Contradiction:
Loss of informationVSProductivity

Solution Approach 1:

The system segments the report generation process into distinct automated components: threat data collection by the AI analyst, security event analysis, template selection by the autonomous report composer, and automated report assembly. This segmentation allows parallel processing of different report sections, maintains comprehensive threat intelligence through systematic data collection from multiple sources, and dramatically improves productivity by eliminating sequential manual drafting steps.

Inventive Principle:
Principle #1Segmentation

Data Source

PatentUS12407713B2Autonomous report composer
Publication Date: 2025.09.02 DARKTRACE HLDG LTD
  • US12407713B2 patent drawing
  • US12407713B2 patent drawing
  • US12407713B2 patent drawing

AI summary

An autonomous report composer composes a type of report on cyber threats that is composed in a human-readable format with natural language prose, terminology, and level of detail on the cyber threats aimed at a target audience. The autonomous report composer cooperates with libraries with prewritten text templates with i) standard pre-written sentences written in the natural language prose and ii) prewritten text templates with fillable blanks that are populated with data for the cyber threats specific for a current report being composed, where a template for the type of report contains two or more sections in that template. Each section having different standard pre-written sentences written in the natural language prose.