AI-Human collaboration in modern SOCs.

Summary

This SANS First Look paper examines how AI and human analysts work together in modern Security Operations Centers. Drawing on real-world deployments and practitioner insights, it explores the evolving role of human expertise in an increasingly automated security landscape. The paper provides a practical framework for SOC leaders balancing technology investment with team development.

Key takeaways.

1. → 01 Human analysts remain critical for contextual decision-making and creative threat hunting that AI cannot replicate.
2. → 02 The most effective SOCs use AI to augment analyst capabilities rather than replace them, focusing automation on repetitive triage tasks.
3. → 03 Successful AI-human collaboration requires clear role definitions, continuous training, and feedback loops between analysts and systems.
4. → 04 Organizations that invest in both AI tooling and analyst skill development see 40% faster incident response times.