
Real Time Threat Intelligence with AI Driven Workflow Solutions
AI-driven workflow enhances real-time threat intelligence analysis through data collection processing analysis response coordination and continuous improvement
Category: AI Security Tools
Industry: Financial Services
Real-Time Threat Intelligence Analysis
1. Data Collection
1.1 Identify Data Sources
Collect data from various sources such as:
- Internal transaction logs
- External threat intelligence feeds
- Social media monitoring
- Dark web surveillance
1.2 Implement AI-driven Data Aggregation Tools
Utilize tools like:
- Splunk: For log management and analysis.
- IBM QRadar: For security intelligence.
2. Data Processing
2.1 Preprocessing Data
Clean and normalize data using AI algorithms to ensure consistency.
2.2 Threat Detection Algorithms
Employ machine learning techniques to identify anomalies:
- TensorFlow: For building custom threat detection models.
- Darktrace: For self-learning AI that identifies deviations in user behavior.
3. Threat Analysis
3.1 Contextualization of Threats
Use AI to correlate detected threats with historical data to assess risk levels.
3.2 Risk Scoring
Implement risk scoring models to prioritize threats based on potential impact.
- RiskIQ: For threat intelligence and risk assessment.
4. Response Coordination
4.1 Automated Response Systems
Leverage AI to automate responses to identified threats:
- Cylance: For proactive endpoint protection.
- Phantom: For security orchestration and automated incident response.
4.2 Manual Review and Escalation
Establish protocols for human analysts to review high-risk threats and escalate as necessary.
5. Continuous Improvement
5.1 Feedback Loop
Integrate feedback from incident responses to refine AI models and improve detection capabilities.
5.2 Regular Updates and Training
Ensure AI models are regularly updated with new threat data and trained on emerging patterns.
- Microsoft Azure Sentinel: For continuous monitoring and improvement of security posture.
6. Reporting and Compliance
6.1 Generate Reports
Automate the generation of compliance reports using AI tools to ensure adherence to regulatory standards.
6.2 Stakeholder Communication
Utilize dashboards and visualizations to communicate threat intelligence findings to stakeholders.
- Tableau: For data visualization and reporting.
Keyword: AI driven threat intelligence analysis