AI security beyond the model: establishing guardrails

Exploring a framework for AI security and governance focusing on real-world efficacy and accountability in enterprise environments.

F5, AWS, and Microsoft have collaborated to produce a white paper focused on AI security beyond the model. The document provides guidance for enterprises seeking to implement effective guardrails in AI systems, aiming to address security and governance requirements in complex environments.

AI introduces new risks by expanding attack surfaces, which can expose organisations to operational, legal, and reputational threats. The white paper seeks to provide standardised methods for evaluating AI security solutions and brings together expertise from multiple sectors to address contemporary enterprise challenges.

Critical Capability Areas: The white paper highlights input threat detection, output data exfiltration management, and agentic AI controls to help identify vulnerabilities in AI systems.

Validation Testing Framework: It includes a blueprint for independent and adversarial testing to ensure AI security controls perform effectively under real-world conditions.

Governance and Operational Resilience: The guidance emphasises aligning governance frameworks and strengthening system resilience under stress or failure, maintaining the integrity of AI systems.

The white paper serves as a practical roadmap for enterprises navigating AI-driven transformations. By focusing on real-world efficacy, independent validation, and governance, it aims to provide organisations with the information needed to make informed decisions. It addresses issues such as data exfiltration, prompt injection, and governance failures, offering security teams tools to move beyond vendor claims.

Overall, the resource aims to provide enterprises with the questions and evaluation tools required to implement security measures, supporting the secure and accountable deployment of AI systems.
NinjaOne Backup is gaining traction for its integrated IT management approach, offering backup...
Ping Identity has received the 2026 Google Cloud Security Partner of the Year Award for Identity &...
Extreme Networks reports growing adoption of Platform ONE, with customers using its AI-driven model...
UK executives face rising pressures from AI-accelerated decision-making, grappling with the demand...
As AI eases manual burdens for IT teams, it simultaneously brings added pressures and...
Commvault has released details of AI capabilities focused on managing data, agents, and recovery...
Certes v7 platform focuses on a shift from perimeter-based security to data-centric security for...
A gap exists between executive enthusiasm for AI and employee trust in these tools, alongside the...