
Agentless appliances and point solutions often leave visibility gaps across multi-cloud environments, allowing lateral movement and east–west reconnaissance to go undetected.

Black-box scoring and confidence values that lack contextual evidence force analysts into time-consuming investigations to validate alerts.

Security Operations Centers (SOCs) face overwhelming volumes of low-quality alerts, while hiring and retaining experienced analysts remains both costly and time-consuming.

Extended Mean Time to Detect (MTTD) and Mean Time to Respond (MTTR) increase ransomware dwell time and the likelihood of data exfiltration, allowing incidents to escalate beyond containment.