Beyond the Pilot

Move beyond AI hype to build scalable and effective security systems.

Many AI initiatives in cybersecurity stall after initial demonstrations. Organizations often face a cycle of endless pilots, fragmented tools, and unverified outputs that generate more noise than actual solutions.

"Beyond the Pilot" is a practical guide for security leaders and architects aiming to understand benefits and risks with implementing production-ready AI systems.

The Gap Between Potential and Production: CISOs face significant pressure to adopt AI, yet security operations remain complex. Issues such as hallucinations, integration challenges, and analyst de-skilling can turn promising AI projects into liabilities. In environments where a "confident mistake" from AI can be catastrophic, sustainable architecture, rather than new tools alone, is essential for effective security.

This book provides a flexible, system-focused framework for integrating AI into the SOC. Readers will advance from isolated chatbots to integrated architectures using three key building blocks:

• MCP (Model Context Protocol): Standardizes AI interactions with existing security stacks to reduce reliance on fragile, one-off integrations.
• RAG (Retrieval-Augmented Generation): Transforms static organizational knowledge into a dynamic, real-time security asset that supports every investigation.
• Agentic Workflows: Coordinate multi-step reasoning, enabling AI to manage complex tasks while maintaining human oversight.

• Foundation (Part I): Build a clear understanding of SecOps, define key terminology, and learn to critically assess vendor claims.
• Building Systems (Part II): Explore implementation details of MCP, RAG, and Agents, and learn integration strategies for effective combination.
• Governance, Risk and Sustaining (Part III): Address governance, integrations, vendor risks, and sustainability to support long-term success.
• The Decision Framework (Part IV): Gain a repeatable strategic approach for applying these principles to future security challenges.

• CISOs and VPs of Security: Seeking a strategic roadmap for sustainable and risk-aware AI adoption.
• Security Architects: Designing the next generation of automated defense and knowledge synthesis systems.
• SOC Managers and Practitioners: Seeking unified operational workflows that maintain technical rigor and resolve tool fragmentation.