WTF is LLM honeypotting?

July 17, 2026
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Publishers and e-commerce brands under siege from AI crawlers are starting to fight back with an old security trick updated for the LLM era: “LLM honeypotting.”

The term refers to a deception tactic that lures bots into plausible-looking but ultimately useless information like content mazes, driving up their compute costs and polluting their models. The goal: break the economics of large‑scale scraping.

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The Business of AI
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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.” 

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Written by Jim Cooper and Sara Jerde

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