Cyber Threat Intelligence
Unlocking Advanced AI Insights for Enterprise Security
Our latest research leverages cutting-edge topic modeling to proactively identify emerging threats in underground forums, empowering CTI practitioners with actionable intelligence.
Executive Summary: Proactive Threat Detection
Cyber Threat Intelligence (CTI) is vital for protecting modern organizations. Our novel topic modeling technique, TOPTRAN, facilitates manual analyses by identifying specific topics in CTI data. We demonstrate its use to investigate AI deployment by attackers, analyzing 7 million discussions from 18 underground forums. Findings suggest attackers favor easy-to-use AI toolkits over sophisticated techniques. A user study with 24 CTI experts validates our research.
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Discussions Analyzed
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Underground Forums
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Practitioner Interest
Deep Analysis & Enterprise Applications
Select a topic to dive deeper, then explore the specific findings from the research, rebuilt as interactive, enterprise-focused modules.
Our unique TOPTRAN protocol bridges research and practice in CTI, enabling robust topic model transfer for analyzing unknown data sources with validated accuracy.
Analysis of 7 million discussions reveals attackers prioritize readily available AI tools, with limited evidence of sophisticated AI-powered attacks in the wild.
24 CTI practitioners validated our approach, confirming the relevance of our research, the appropriateness of our data sources, and interest in our tool's output for trend analysis.
Enterprise Process Flow
Train Topic Model
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Validate Model
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Transfer to Unknown Data
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Identify Threats
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Actionable CTI
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Setup Time for Initial TOPTRAN Deployment
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Pre/Post-ChatGPT Analysis
Our second case study revealed a shift in attacker interest towards AI after ChatGPT's release, indicating a move towards readily available tools for social engineering and malware generation. This highlights the agility of TOPTRAN in detecting evolving threats.
Calculate Your Potential AI-Driven ROI
See how our AI analysis framework can translate into tangible efficiencies and cost savings for your enterprise.
Potential Annual Savings
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Hours Reclaimed Annually
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Your Implementation Roadmap
A structured approach to integrating advanced AI threat intelligence into your security operations.
Phase 01: Initial Consultation & Needs Assessment
Understand your current CTI workflows, identify key challenges, and define specific threat intelligence requirements for your organization.
Phase 02: Data Source Integration & Model Training
Integrate relevant internal and external data sources. Fine-tune TOPTRAN models to your specific operational context and threat landscape using validated methodologies.
Phase 03: Deployment & Initial Analysis
Deploy the TOPTRAN framework within your environment. Conduct initial exploratory analyses to identify emerging threats and validate early insights.
Phase 04: Continuous Monitoring & Refinement
Establish ongoing monitoring of threat intelligence trends. Implement feedback loops for continuous model refinement and adaptation to new attack vectors.
Ready to Transform Your CTI?
Connect with our AI experts to discuss how TOPTRAN can provide your enterprise with a strategic advantage against evolving cyber threats.
Ready to Get Started?
Book Your Free Consultation.
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