Why On-Device Email Analysis Protects Your Privacy

Most email analysis tools send your messages to cloud servers for processing. Here is why keeping email analysis on-device — using Apple Foundation Models — is a fundamentally more private approach to detecting scams and phishing.

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How On-Device AI Analyzes Your Emails: A Technical Overview

When you share a suspicious email with Veilsort, a fixed multi-stage pipeline runs entirely on your iPhone — PII masking, optional chunking, Apple Foundation Models inference, and a four-card structured result. Here is how each stage actually works, and what it does and does not do.

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Veilsort's First Month: What Early Users Told Us

Veilsort is in pre-launch validation on TestFlight. Before the public App Store launch, we are testing the things that actually matter to users — and we will not publish accuracy numbers, tester counts, or testimonials until that validation is complete.

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Email Security Without the Cloud: A New Paradigm

Most email security tools analyze your messages on cloud servers — creating new privacy risks while claiming to protect you. Here is why analytics-free, on-device analysis is a fundamentally different category of security tool.

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