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ThreatScams & fraud

Celebrity-endorsed investment scam

celebrity-endorsement-investment-scam

What this tier means

High-confidence threat indicator — phishing, impersonation, BEC, or scam pattern. Strong contributor to the trash decision.

How Gorganizer detects this

Attacker uses a well-known celebrity name (Elon Musk, Warren Buffett, Bill Gates, Oprah Winfrey, etc.) as a false social-proof endorser for a fake investment platform, crypto trading scheme, or wealth-building system — the FTC reported $1.3 billion lost to celebrity impersonation investment fraud in 2024 alone; legitimate investment products do not require celebrity name-dropping as their primary credibility signal.

False-positive guard

Every signal in Gorganizer feeds a multi-module score — never a sole verdict. This is a threat-tier signal — it adds a strong contribution to the trash score. The full pipeline still requires convergence across multiple modules + a margin over the safety floor before deletion happens, and Gmail's trash (30-day recovery) is always used — never permanent delete.

About the scoring engine

Gorganizer's scoring engine emits over 1,800 signals across six modules — headers, sender, subject, body, attachments, and structural metadata. Every email is scored by every module independently; the final verdict requires multiple modules to agree and the trash score to beat the safety floor by a margin.

Sacred safety guards — never delete starred emails, replies, calendar invites, receipts/invoices, or attachments — apply unconditionally regardless of any signal.

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