About Arista
Arista Cyber Cop
A Proactive, Predictive & Preventive Cybersecurity Model for the Modern Digital Battlefield
By: Dr. Kunal Singh Berwar
Date: 16/02/2026
Introduction: The Cybersecurity Paradigm Shift
Cybersecurity is no longer a game of fire-fighting. Traditional security models were built on detection → response → recovery. In today’s hyper-connected digital ecosystem—cloud, IoT, remote work, AI-generated attacks—that reactive posture is not just outdated, it is dangerous.
Arista Cyber Cop’s Inference AI model introduces a fundamental transformation:
From Reactive Security → To Proactive, Predictive & Preventive Cyber Defence
Understanding the Three Pillars
1. Proactive Security – Acting Before the Breach
- Continuous behavioural baselining
- Real-time anomaly detection
- Risk scoring of digital assets
- Pre-attack surface hardening
Instead of waiting for malware execution, Arista flags suspicious privilege escalation, abnormal geolocation shifts, lateral movement, and dormant account activation.
2. Predictive Intelligence – Forecasting the Next Attack
- Attack path modelling
- Vulnerability exploitation probability scoring
- Credential abuse likelihood estimation
- Insider threat forecasting
Arista shifts cybersecurity from event-driven to risk-driven.
3. Preventive Autonomy – Neutralizing Threats Automatically
- Auto-quarantine of infected endpoints
- Adaptive access control
- Real-time policy enforcement
- Automated deception deployment
What is Inference AI?
Inference AI = Real-time decision intelligence. It processes live data streams and executes contextual predictions instantly.
| Traditional ML Security | Inference AI Security |
|---|---|
| Batch analysis | Real-time decisioning |
| Alert generation | Autonomous action |
| Known threats | Unknown & zero-day detection |
Why Arista Stands Out
- Inference-first architecture
- Unified cyber intelligence fabric
- Explainable AI transparency
- Dynamic Zero-Trust by inference
- Autonomous SOC capability
Real-World Use Cases
Ransomware Prevention
Detects pre-encryption anomalies and blocks execution before encryption begins.
Phishing & Identity Fraud
Stops account takeover even when credentials are valid.
Insider Threat Detection
Identifies abnormal behaviour before data exfiltration.
Financial Document Fraud
Detects tampered documents and synthetic identities.
Conclusion
Arista Cyber Cop represents a shift from reaction to anticipation, from detection to prevention, and from alerts to autonomous action.