MSSPs operate SOCs on behalf of their clients, handling alert triage, investigation, and incident response at scale. They typically serve multiple clients simultaneously, which requires consistent, scalable investigation workflows to maintain quality and profitability. MSSPs face ongoing pressure to increase margins, reduce per-alert costs, and deliver accurate, context-rich verdicts, challenges that have driven significant adoption of AI-assisted investigation platforms.