Illustrative use scenarios; results depend on the environment.
Ransomware response
BEFORE
A malicious file goes unnoticed; hours later, the ransom demand appears.
AFTER
AI flags the process and connection; the team approves stopping it before encryption. After hours, autopilot can act without waiting for anyone.
Audit
BEFORE
Weeks collecting tickets and spreadsheets.
AFTER
Reports gather gaps and evidence to support auditing.
Credential theft
BEFORE
Hours correlating logs after a strange password request.
AFTER
AI finds the program, browser-data access and connection; you approve isolation.
Internal database without VPN
BEFORE
Broad network access and slow-VPN tickets.
AFTER
Identity and posture verified. Only the authorized database is accessible.