GuardifyAI

Elevator Pitch: GuardifyAI empowers businesses to proactively defend against ransomware threats using cutting-edge AI technology. With our unique dataset and machine learning algorithms, we offer unparalleled detection accuracy, ensuring your critical infrastructure remains secure against today’s most perilous cyber threats.

Concept

AI-driven proactive ransomware detection platform

Objective

To protect critical infrastructures from ransomware attacks by providing an AI-based proactive detection and mitigation solution.

Solution

Utilize the UGRansome2024 dataset and machine learning algorithms, particularly Random Forest, to identify and mitigate ransomware threats in network traffic.

Revenue Model

Subscription-based model for businesses and organizations, with tiered pricing based on the size of the network and the level of protection required.

Target Market

Businesses and organizations of all sizes, particularly those in industries with critical infrastructure such as healthcare, finance, and utilities.

Expansion Plan

Initially focus on markets with high rates of ransomware attacks, then expand globally. Continuously update the dataset and machine learning models to stay ahead of new ransomware variants.

Potential Challenges

Keeping the dataset and detection models up to date with new ransomware tactics, techniques, and procedures (TTPs) could be challenging.

Customer Problem

The absence of effective tools to proactively detect and mitigate ransomware attacks, which poses a significant threat to the security of critical infrastructures.

Regulatory and Ethical Issues

Ensuring privacy and compliance with data protection regulations (e.g., GDPR, HIPAA) when handling network traffic data.

Disruptiveness

Introduces a novel, data-driven approach to ransomware detection, leveraging an advanced dataset and AI to offer unmatched threat identification and mitigation capabilities.