Inspiration

Most cybersecurity tools focus on scanning systems, servers, and software.
However, studies show that a majority of cyber attacks succeed because of human mistakes such as clicking phishing links, reusing weak passwords, or falling for social engineering attacks.

We noticed that while machines are constantly audited, human behavior is rarely measured in a structured, technical way.
This gap inspired us to build Human Error Vulnerability Scanner (HEVS) — a platform that treats humans as a measurable security surface.

What it does

HEVS is a human-centric cybersecurity assessment platform that evaluates how vulnerable a user is based on real actions, not assumptions.

The platform:

  • Simulates phishing scenarios and tracks user behavior
  • Analyzes password hygiene without storing plaintext passwords
  • Tests social engineering awareness using realistic scenarios
  • Calculates a Human Vulnerability Score (HVS) that represents overall human security risk
  • Provides personalized security awareness recommendations based on weaknesses

How we built it

We designed HEVS as a real application, not a demo or mock system.

  • A secure authentication flow with OTP verification ensures real users
  • All user actions are logged and stored in a structured database
  • Risk scores are calculated using transparent, behavior-based formulas
  • The frontend presents results clearly with progress indicators and dashboards
  • The backend enforces ethical consent and data integrity throughout the assessment

The system architecture was kept modular so it can scale from individual users to organizational security assessments.

Challenges we ran into

One of the biggest challenges was ensuring the platform did not feel like a “demo” with fake scores.
We focused on removing shortcuts, demo modes, and random data to ensure every score was derived from actual user behavior.

Another challenge was balancing ethical testing with realistic simulations, which required clear consent handling and careful data design.

What we learned

Through this project, we learned that cybersecurity is as much about human psychology as it is about technology.
Designing systems that observe behavior responsibly, securely, and transparently is critical for building trustworthy security tools.

What's next for HEVS

In the future, HEVS can be extended with:

  • Organization-wide risk heatmaps
  • Department-level vulnerability analytics
  • Adaptive training modules
  • Enterprise integrations for security awareness programs

Our goal is to help organizations reduce cyber risk by strengthening the human layer of security.

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