Most enterprise AI governance programs produce policies, not proof. When regulators examine your AI systems, they ask for decision lineage, audit trails, and version control. They find committees and principles. This guide covers the architecture gap between compliance theater and regulatory reality, with a practical 90-day roadmap for building governance that survives examination.
The persistent failure of enterprise AI isn’t a technical problem; it’s a strategic one. While Enterprises refine predictive models, they often fail to act on the insights they generate, leaving billions of dollars in value on the table.
This article offers a clear playbook for pivoting from a flawed, model-centric focus to a powerful, decision-centric strategy.
We introduce the blueprint for a ‘Decision Factory,’ an operational backbone that connects AI insights to concrete actions, and a new North Star metric: ‘Decision Velocity.’ For leaders aiming to convert AI potential into P&L impact, this guide shows how to stop building shelfware and start building a lasting competitive advantage.
Red Teaming Large Language Models: A Practitioner’s Playbook for Secure GenAI Deployment distills eighteen months of research, incident reports, and on-the-ground lessons into a single, actionable field guide. You’ll get a clear threat taxonomy—confidentiality, integrity, availability, misuse, and societal harms—then walk through scoping, prompt-based probing, function-call abuse, automated fuzzing, and telemetry hooks. A 2025 tooling snapshot highlights open-source workhorses such as PyRIT, DeepTeam, Promptfoo, and Attack Atlas alongside enterprise suites. Blue-team countermeasures, KPI dashboards, and compliance tie-ins map findings to ISO 42001, NIST AI RMF, EU AI Act, SOC 2, and HIPAA. Human factors are not ignored; the playbook outlines steps to prevent burnout and protect psychological safety. A four-week enterprise case study shows theory in action, closing critical leaks before launch. Finish with a ten-point checklist and forward-looking FAQ that prepares security leaders for the next wave of GenAI threats. Stay informed and ahead of adversaries with this concise playbook.
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