Air Canada · chatbot
Invented a refund policy.
Attackers automated first. This is what that looks like now, outside your walls and inside them.
1 in 4
malicious breaches were AI-enabled, up 56% in a year
~3h
for AI agents to turn one stolen token into full cloud control
31%
of breaches start with an exploited flaw, now the #1 way in
$11.5M
average cost of a data breach in the US
Sources: IBM Cost of a Data Breach 2026 · Anthropic, Sept 2026 · Verizon DBIR 2026
15,000 dealerships, dark.
CDK Global · BlackSuit
165 companies, one data platform.
Snowflake customers · stolen logins
190 million people’s health data.
Change Healthcare · ALPHV
The risk moved inside. The guard is the same engine, inverted: it keeps your agents and assistants from becoming the breach.
Air Canada · chatbot
Invented a refund policy.
Replit · agent
Deleted a production database.
Step Finance · agents
~$27M, gone.
650+
customer companies’ data exposure, found and blocked within 48 hours.
One free probe. Signed rules. Findings on the table.