LLM-personalized romance pig-butchering follow-up — LLM-generated email from a freemail sender using hyper-personalized romantic framing and an investment-pivot "uncle/mentor" narrative. Group-IB 2026; FBI IC3 PSA 2025 ($5.8B); Stanford IO Mar 2026.
llm-personalized-romance-pig-butchering-followup
What this tier means
Warning signal — bulk / marketing / mild spam. Contributes to the trash score but is not by itself sufficient.
How Gorganizer detects this
Email follow-ups from pig-butchering operations that use LLM-generated content demonstrating hyper-personalization: referencing the victim's name, city, professional background, or specific interests harvested from public social profiles. The email continues a romantic relationship established on a dating app (Hinge, Bumble, Tinder) and introduces an investment opportunity ("my uncle who works in crypto"). This is distinct from existing pig-butchering signals that detect the investment platform CTA phase — this signal detects the earlier relationship-building email with investment pivot. Group-IB's 2026 Financial Crime Report documents widespread LLM adoption by pig-butchering syndicates for generating individualized follow-up emails; Stanford Internet Observatory (March 2026) published detailed analysis of the OSINT-personalization pipeline.
False-positive guard
Every signal in Gorganizer feeds a multi-module score — never a sole verdict. This is a warning-tier signal — bulk / marketing / mild spam. It contributes to the trash score but never triggers deletion on its own. Gorganizer requires multiple signals + a margin over the safety floor before any email is moved to trash.
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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