Getting Ahead of the Queue by Allowing AI to Absorb 40–50% of Routine SOC Work
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Question: The Arctic Wolf 2026 Trends Report found that security teams spend roughly 13 to 15 hours per week on each major security function. Based on what you are seeing, which tasks can automation and AI redistribute, and what proportion of the workload could they realistically absorb? How close are security teams to achieving a meaningful reduction in workload?
Adam Marrè, Chief Information Security Officer, Arctic Wolf
AI can transform security work by shifting analysts away from repetitive tasks. AI and automation are well-suited to handle the manual work that consumes a significant portion of work, security teams do each day.
- Alert triage and filtering (30-40% of daily workload). AI can categorize alerts by severity, identify common false positives, and surface only investigation-worthy signals, eliminating the noise that forces analysts to context-switch constantly.
- Investigation enrichment (20-30% of workload). Automated context gathering pulls together related logs, previous incidents, threat intelligence, and asset metadata in seconds instead of minutes spent manually hunting through tools.
- Routine response actions (15-25% of workload). Containment steps like isolating affected systems, disabling compromised accounts, or blocking malicious IPs can trigger automatically based on predefined playbooks.
- Evidence collection and reporting (10-15% of workload). Automated preservation and summarization of logs, artifacts, and chain-of-custody data frees analysts from documentation overhead.
Combined, these tasks represent roughly 40-50% of current SOC analyst time; meaning automation and AI could realistically absorb a meaningful chunk of daily operations today with existing technology.
AI redirects analyst effort from routine work to strategic priorities. Time saved on triage and enrichment flows directly into higher-value work security teams rarely have capacity for:
- proactive threat hunting,
- detection engineering,
- reducing risk through vulnerability prioritization, and
- investigating sophisticated threats that require human judgment.
Teams operating under 13-15 hours per week of load per function are rarely asking the strategic questions their organizations actually need answered.
This shift closes the gap between "keeping up" and "getting ahead” allowing teams to move from reactive firefighting to proactive defense posturing.
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