# Research & thinking

Field analysis, practitioner surveys, and whitepapers on the autonomous SOC — the work, the operators, and the math behind it. Read free. No gate.

## Whitepapers

### AI-Human Collaboration in Modern SOCs

SANS Institute · First Look paper · 2026 · Audience: SOC leaders.

A SANS First Look at 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 — a practical framework for SOC leaders balancing technology investment with team development.

→ [Read paper (markdown)](https://tandemtrace.ai/papers/sans-ai-human-collaboration.md) · [Download PDF](https://tandemtrace.ai/papers/sans-ai-human-collaboration.pdf)

### AI in the SOC: European Practitioner Survey 2026

BridgerWise Research · Practitioner survey · 2026 · Region: Europe.

Based on a survey of European security professionals working in and around SOC environments, this report examines AI adoption, automation maturity, and operational challenges across enterprise SOCs and MSSPs (Managed Security Service Providers — companies that operate SOCs as a service for client organizations). It covers AI use-case priorities, regulatory pressure from NIS2, DORA, and the AI Act, and the gap between AI capability and operational readiness.

→ [Read paper (markdown)](https://tandemtrace.ai/papers/bridgerwise-ai-soc-europe.md) · [Download PDF](https://tandemtrace.ai/papers/bridgerwise-ai-soc-europe.pdf)

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*Last updated: 2026-05-16*