SwarmTracker™ is developing AI-Driven Cyber Attribution™ — from Deepfakes and Third-Party Compromises to Supply Chain and Emerging Physical Threats. Our solutions support Finance, Critical Infrastructure, and Small and Mid-sized Businesses.
SwarmTracker™ builds explainable tools to help security teams, researchers, and analysts trace digital threats — including synthetic media, third-party compromises, and low-signal breaches. Our first public tool, PhishFinder™, is available as a web tool at https://phishfinder.bot/ and as a Chrome extension. Our second tool, AttributionAgent Jr™, is hosted on this site.
INDUSTRY CONTEXT:
- Cybersecurity market: $172 billion, growing 12% annually
- 91% of successful breaches start with phishing emails
- 3.5 million unfilled cybersecurity positions globally
- SMBs are 3x more likely to be targeted than enterprises
Threat Intel Brief
A curated stream of cybersecurity updates from trusted sources.
- Papercut AI Swarm Attack Heralds Changes for Cyber Kill Chain
- The Self-Expanding Stolen Inference Supply Chain: An AI Agent Harvesting and Re-Serving LLM Access, (Fri, Sep 11th)
- Claude Used to Automate Exploitation and Data Theft Across Multiple Victims
- Russian State-Sponsored Hackers Use Claude to Rebuild Malware After Detection
- Your Critical Vulnerabilities Might Not Be Your Biggest Risk
- Attackers Chain JFrog Artifactory Flaws to Gain Admin Control and Plant Backdoors
- China-Linked UNC3569 Exploited Sogou Input Method Flaw to Deploy GRAYRABBIT Backdoor
- PaperCut Replaces Emergency Patches With Fixes for Two Actively Exploited Flaws
- Cisco FMC Flaws Exploited to Steal Credentials and Deploy Qilin Ransomware
- ISC Stormcast For Friday, September 11th, 2026 https://isc.sans.edu/podcastdetail/10090, (Fri, Sep 11th)
- Indonesia Hit by Android Banking App-Cloning Campaign
- Voice Callers Exploit BYOD to Reach Microsoft 365, Corporate Data
- Conti ransomware crew member sentenced to four years in prison
- Hawley probes OpenAI over Hugging Face breach
- AI lets small actors run state-level hacking campaigns, Anthropic report finds
- ThreatsDay: 200 Android Flaws, Browser-Built Phishing, 119K Scam Shops + 23 More Stories
- Nightmare-Eclipse Strikes Again with 'ShieldCrash' Windows Exploit
- Google Play Early Access Abused to Push Thousands of Deceptive Android Apps
Core Capabilities
Tools for the Threat Landscape Ahead
Explainable AI Attribution
Human-readable threat analysis using large language models trained to justify each call.
PhishFinder AI
Detects potential phishing from domain names or sender addresses with natural language output.
Browser-Based Tooling
Runs right inside Chrome — no download, no login, no extra friction.
Analyst-Focused UX
Built to feel like a SOC companion, not a chatbot.
Privacy-First Design
Designed for small and midsize teams, academic reviewers, and enterprise security assessments.
Built for Scale and Scrutiny
Designed for small and midsize teams, academic reviewers, and enterprise security assessments.