Local-first security • real-time protection

See the scam before the click.

SafeView watches your desktop for scam messages, phishing links, and suspicious phone numbers. It uses on-device OCR and local checks to alert you before risky content becomes a problem.

Windows x64 • local OCR • Tesseract required

Detection preview Threat flagged

Suspicious message detected

“Urgent: your account has been locked. Call now to verify.”

Detection signals

Urgent wording, suspicious number, and a risky URL pattern were all matched locally.

Response

Overlay shown • screenshot saved • detection logged locally

How it works

A straightforward workflow for spotting scams on screen.

SafeView focuses on the parts of the screen that change most, then checks the visible text against scam signals without sending anything off-device.

01. Capture

Screen OCR

It reads visible text using optimized OCR so it can focus on changed screen regions instead of reprocessing everything.

02. Analysis

Hybrid detection

Detected text is checked through semantic similarity and rule-based scans for suspicious URLs or phone numbers.

03. Response

Overlay + logs

When a threat is confirmed, SafeView can show an overlay, save evidence, and keep a review trail locally.

Security model

Local-first by design.

SafeView performs OCR, URL detection, and semantic matching on the local machine so it stays useful in desktop workflows where scams appear through chats, email previews, browser tabs, and pop-up messages.

Privacy

Text is processed on-device and logs stay local unless you export them yourself.

Tuning

Thresholds, trusted domains, screenshot saving, and launch preferences can be adjusted through configuration and settings.

Operator feedback

False positives can be marked safe and suspicious items can be reported so the tool keeps improving on the same machine.

Roadmap

Mobile support is planned for the next stage.

The current release is desktop-focused, but the experience is being shaped with future touch-friendly workflows in mind so a companion mobile view can be added later.

Planned next steps

  • • Responsive dashboard and touch controls
  • • Lightweight mobile companion notifications
  • • Simplified review flows for small screens

Technical specs

What ships in the current release.

The current SafeView build focuses on Windows desktop monitoring with real-time alerts, a tray workflow, and a local dashboard for reviewing detections and exported reports.

Platform

Windows x64 desktop application

Installer

Inno Setup packaged installer

OCR engine

Tesseract OCR

Detection stack

Semantic similarity + URL/number rules

Response surface

Overlay alerts, logs, screenshots, dashboard

Data location

%LOCALAPPDATA%\SafeView