WTF is LLM honeypotting?

Publishers and ecommerce brands under siege from AI crawlers are starting to fight back with an old security trick updated for the LLM era: “LLM honeypotting.” 

Why It Matters

Publishers and ecommerce brands under siege from AI crawlers are starting to fight back with an old security trick updated for the LLM era: “LLM honeypotting.” 

The Agency Angle

Agencies should monitor how this trend develops and consider implications for client strategy, talent allocation, and service offerings. The speed of change in digital marketing requires constant vigilance and rapid adaptation.

Published July 17, 2026 • specwork.co

Source: Digiday