Start with your role

The same core serves a teacher with a hunch and an investigator building a case. Your role decides where to start and which rung you work at.

Role	The problem	Rungs
CISO and head of security	Agents hit login, checkout and APIs. You cannot tell good from bad, and a block-only bot vendor cannot explain itself.	2, 3
Fraud and trust lead	Account takeover, card testing, scalping and promo abuse now run through agentic tooling.	2, 3
Head of growth and e-commerce	AI shopping agents are a new channel, and it is being blocked without anyone deciding to block it.	2
Platform and SRE lead	Scraping and agent load cost money, and the rules that manage it are noisy and unexplained.	2
Product, legal and compliance	Content licensing, training scrapers, the EU AI Act and audits all ask what your policy actually did.	2, 3, 5
AI agent builders	Good bots want a reliable, signed way in instead of being guessed at.	2
Frontier lab trust and safety, and model owners	Unauthorized distillation, model extraction, account farms and espionage.	4
Investigators, law enforcement and litigators	Deepfake impersonation, fraud rings and evidence that must survive a court.	5
Newsrooms and platform integrity	Synthetic media and coordinated campaigns, with the risk of a wrongful takedown on the other side.	3
Educators, HR and everyday users	You want to know whether something is AI without wrongly accusing a real person.	0, 1