SECAI Core · phase 14 of 15

Honeypot

A host (honeypot), network (honeynet), file (honeyfile), or credential/token (honeytoken) set up with the purpose of luring attackers away from assets of actual value and/or discovering attack strategies and weaknesses in the security configuration.

The Explain card

Plain English
A honeypot is a decoy host, network, file or credential set up to lure attackers away from real assets and to reveal their tools and techniques when they take the bait.
Example
A company plants a fake API key labelled "prod-admin" inside a document accessible to its AI assistant. Any attempt to use that key signals a prompt injection or data exfiltration in progress.
Why it matters
Honeypots and honeytokens produce almost no false positives: legitimate users never touch them. For AI systems they are a cheap tripwire for injection, scraping and credential theft.
Hook
Bait that bites back.

Where it sits in the deck

Phase 14: Incident Response, Evaluation, and Knowledge Bases

When detection fires, teams need structured response plans, scoring frameworks, and curated knowledge bases to triage, measure, and learn from AI security events.