FraudShield vs ScamVu

Protecting users from financial fraud. Instantly. Privately. On your device... FraudShield is a powerful yet mobile application designed to protect you from financial fraud messages—all without compromising your privacy. Built using cutting-edge Large Language Models (LLMs) on device, FraudShield empowers you with real-time fraud detection that runs directly on your device. No cloud. No delays. No data leaks. Key Features: On-Device Fraud Detection Analyze SMS, emails, or any suspicious message using advanced LLMs. No internet connection required after model download. Choose Your Preferred Model Select from a list of pre-trained fraud detection models like Qwen1.5-0.5B-Chat, Llama-160M—customized and all other optimized models for mobile use. Instant Alerts Receive immediate feedback: “Fraud Detected” or “Safe Message” with helpful prompts to guide your next steps. Privacy-Preserving AI We never upload or store your data. Everything is processed locally to ensure full compliance with GDPR and CCPA. Lightweight and Fast Optimized using ONNX Runtime and quantized models variants to ensure smooth performance even on mid-tier devices. User Feedback Loop (Optional) Help improve accuracy by sharing anonymized feedback—with your consent. How It Works: - Paste or type a suspicious message. - Select a model from our curated list of lightweight LLMs. - Tap "Check for Fraud" to get your result instantly. - Review the result—Fraud or Safe—right on your screen. - (Optional) Help improve future results with quick feedback. Built for Security-First Environments FraudShield is ideal for individuals, financial professionals, and mobile users in high-risk regions. Designed with accessibility, speed, and privacy in mind. Install now and protect yourself from scams, phishing, and fraud—intelligently and privately.

Scammers target everyone — but they're especially relentless with older adults, using increasingly convincing tricks like fake government calls, too-good-to-be-true prizes, and urgent threats. ScamVu was built with older adults in mind, and teaches anyone to recognize the patterns calmly, before they can catch you off guard. WHAT'S INSIDE Know the Patterns More than 40 of the most common scams explained clearly — IRS impersonation, Medicare fraud, romance scams, tech support cons, lottery tricks, grandparent scams, fake calendar invites, and more. Tap any scam to see the exact warning signs and what to do. Check a Message Not sure if something's a scam? Paste or type the message and get an instant read — what's suspicious about it and exactly what to do next, tailored to what was actually found. Guided Check Walk through a few simple questions about a call, text, or email you received, and get a clear risk level plus next steps — no message required. Practice Quiz More than 50 real-world scenarios presented as text messages, phone calls, emails, and social messages. You decide: scam or real? Instant feedback explains why — so the lesson sticks. Daily Tip A new scam-safety tip every day, right on your Home screen or in the ScamVu widget. Help Now If something already happened, this screen walks you through exactly what to do, step by step. Free hotlines connect you directly to the FTC, the Consumer Financial Protection Bureau, the National Elder Fraud Hotline, Adult Protective Services, and more. Keep a Log Track any suspicious contact you've had, all in one place. Export your log anytime to save, email, or share with family. About & Sources Every statistic comes from the FBI's Internet Crime Complaint Center (IC3), the Federal Trade Commission, and the U.S. Department of Justice. Numbers and hotlines are verified before every update. SIMPLE AND PRIVATE BY DESIGN - Available in English and Spanish - Large, easy-to-read text that grows with your iPhone's text size setting - Works fully with VoiceOver - Works with Siri and Shortcuts - Optimized for iPhone Duo and other large displays - No account, no login, no password to remember - No ads, no tracking, no data collection of any kind - Everything stays on your phone — nothing is sent anywhere Scammers count on surprise and panic. ScamVu gives you the knowledge to slow down, recognize what's happening, and protect yourself and your family.