Signalam Hybrid AI Decision-Support

Independent website and email checks with explainable indicators, privacy-minimized cloud context, and deterministic guidance.

Signalam is a browser extension designed to help users identify potentially dangerous websites, phishing attempts, and social engineering content while browsing the web. Using machine learning and natural language processing, Signalam analyzes website URLs and page content to identify suspicious patterns commonly associated with phishing and online scams. The extension provides a simple security assessment using three easy-to-understand classifications: Safe, Suspicious, and Dangerous. Signalam is designed especially with Filipino internet users in mind, including support for analyzing English, Filipino, and Taglish content that may be used in social engineering attacks. Key Features - Real-Time Website Analysis – Automatically analyzes the website you are currently visiting for potential phishing and security risks. - URL Risk Detection – Uses a machine learning model to identify suspicious characteristics and patterns within website URLs. - Content Analysis – Examines webpage content for language and patterns commonly associated with phishing and social engineering. - Taglish-Aware Detection – Helps identify suspicious messages and content written in English, Filipino, or Taglish. - Simple Security Status – Displays an easy-to-understand result: Safe, Suspicious, or Dangerous. - Detailed Analysis – Users can select View Details to learn more about why a website may have been classified as suspicious or dangerous. - User Decision Support – Signalam provides security information to help users make more informed decisions before interacting with potentially harmful websites. Our Goal Signalam aims to make phishing detection easier to understand, especially for users who may not have advanced cybersecurity knowledge. Instead of relying only on technical indicators, the extension presents security warnings in a clear and accessible way. Signalam serves as a decision-support and cybersecurity awareness tool. Detection results should be treated as an additional layer of protection and do not guarantee that a website is completely safe or malicious. **Stay alert. Read the signals. Browse safer with Signalam.**