Early Warning System for Digital Scams
Detect threats before they reach your customers. Real-time monitoring of Telegram, Reddit, and X/Twitter for Indonesian financial institutions.
How We Protect Your Customers
Three-layer detection system powered by advanced machine learning
Multi-Source Collection
Monitor Telegram, Reddit, and X/Twitter for emerging scam signals
Continuous ingestion from public channels where scammers operate, capturing threats before they reach your customers.
Intelligent Clustering
HDBSCAN-based campaign detection across platforms
ML-powered clustering identifies coordinated scam operations, not just isolated messages.
Transparent Scoring
Rules-first severity assessment with full explainability
0-100 scale based on clear rules. No black box algorithms. Know exactly why something is flagged.
How It Works
Three steps to early threat detection
Continuous Monitoring
Real-time ingestion from Telegram, Reddit, and X/Twitter public channels
- Monitor 100+ high-risk channels
- Capture messages before deletion
- Track scammer communication patterns
Intelligent Clustering
HDBSCAN algorithm identifies coordinated scam campaigns
- Group related messages across platforms
- Detect coordinated attack patterns
- Identify campaign evolution over time
Risk Assessment & Alert
Rules-based scoring delivers actionable threat intelligence
- Transparent 0-100 severity score
- Full explainability for each flag
- Instant alerts to security teams

Ready to Protect Your Customers?
Join Indonesian financial institutions using Procyrus for early scam detection
Questions? Get in touch
hello@procyruslabs.com