An automated threat intelligence platform that aggregates data from multiple sources, identifies patterns, and provides actionable security insights.
Problem
Security teams are overwhelmed with threat data from various sources. Manual analysis is time-consuming and misses emerging threats.
Solution
Automated platform that:
- Aggregates threat feeds from 50+ sources
- Uses ML to identify patterns and correlations
- Prioritizes threats based on risk scoring
- Provides remediation recommendations
- Integrates with existing security tools (SIEM, firewalls)
Key Features
Threat Aggregation
- Real-time collection from OSINT sources
- Commercial threat feed integration
- Dark web monitoring
- Vulnerability databases (CVE, NVD)
Intelligence Analysis
- ML-based threat classification
- IOC (Indicator of Compromise) extraction
- Attack pattern recognition
- Attribution analysis
Automation
- Automated threat hunting queries
- SOAR integration for response
- Custom alert rules
- Report generation
Technical Stack
- Backend: Python, FastAPI, Celery
- Database: ElasticSearch, PostgreSQL
- ML: Scikit-learn, NLTK, spaCy
- Frontend: Vue.js, Chart.js
- Infrastructure: Docker, Kubernetes
Impact
- Reduced threat detection time from hours to minutes
- Identified 500+ critical vulnerabilities before exploitation
- Automated 70% of threat analysis workflows
- Improved security team efficiency by 3x
Machine Learning Models
- Threat Classification: Random Forest (95% accuracy)
- Malware Detection: Neural network on static/dynamic analysis
- Anomaly Detection: Isolation Forest for unusual patterns
- NLP: Extract entities from unstructured threat reports
Integration Ecosystem
- SIEM: Splunk, ELK Stack
- EDR: CrowdStrike, SentinelOne
- Firewall: Palo Alto, Fortinet
- Ticketing: Jira, ServiceNow
Achievements
- Detected zero-day vulnerability 2 weeks before public disclosure
- Prevented $2M+ in potential ransomware damage
- Published 50+ threat intelligence reports
- 99.8% system uptime
Open Source Contributions
- Released threat feed parser library
- Contributed to MISP (Malware Information Sharing Platform)
- Published IOC extraction toolkit