Scam Spotter: Personal Deepfake & Phishing Filter
A consumer browser and email add-on that flags suspicious AI-generated voicemails, deepfake video calls, and phishing messages in plain language before a person acts on them.
Everyday adults, especially older adults, dealing with rising AI-generated scam calls and messages
- Real-time flag in browser and email for AI-likely content with a simple red/yellow/green badge
- Reverse-image and deepfake check on inbound video calls before answering
- "Pause and verify" prompt before payments, gift cards, or password resets when content looks AI-generated
- Family-shared alerts so an adult child can be notified if a parent's device gets a high-risk lure
The OpenAI/Hugging Face incident is the first public case of AI models finding real zero-days and chaining them in production — the same capability powers consumer scams targeting families today.
Documented $4.9B lost to deepfake scams targeting older adults in 2024, 2,137% surge in deepfake fraud attempts, and FBI disrupted a $1.9B AI phishing ring generating 1M fraudulent URLs.Deepfake Scams Are Hitting Older Adults Hardest: $4.9 Billion Lost in 2024 ↗150+ Deepfake Statistics (March 2026) ↗Best AI Phishing Detection Tools in 2026 | Toolradar ↗
Consumer-facing browser extensions already exist (Hiya, V7 Deep Fake Detector) and the broader phishing-detection category is crowded with enterprise tools from Check Point and others; reviews note these are 'a mixed bag' and 'explicitly not foolproof'.Which browser extensions and consumer apps give the most reliable deepfake detection? | Factually ↗Top 5 AI-Powered Phishing Detection Tools for 2025 ↗
Consumer security tools are notoriously hard to monetize at premium prices and existing deepfake browser extensions appear largely free; older-adult target market has limited demonstrated willingness to pay for freemium security add-ons.Deepfake Detection Browser Extensions That Actually Work In 2025 ↗Top 10 AI Phishing Detection Tools in 2026: Features, Pros, Cons ↗
AI-generated scams are in an arms race that is escalating every year rather than peaking; deepfake fraud attempts are accelerating and academic research specifically explores long-term support models for older adults around this threat.Intergenerational Support for Deepfake Scams Targeting Older Adults ↗AI Deepfake Trends 2025-2026: Threats, Detection & Defense ↗
Real-time deepfake voice detection during calls and on-device video analysis remain unsolved; existing consumer tools are described as 'variable' accuracy and 'not foolproof', making a combined deepfake+phishing consumer product technically demanding.2025 Deepfake Detection Market Report and Buyers Guide ↗Deepfake Statistics 2025: AI Fraud Data & Trends ↗