AI Security for the Application Suite

F5 ADSP | January 01, 2025

Enterprises across industries are rapidly developing AI-powered application suites—from HR and payroll platforms, to customer experience copilots, to financial and legal assistants. These AI applications bring massive productivity gains, but they also expand the attack surface in ways traditional security cannot address:

  • Sensitive customer and business data flowing into prompts and outputs
  • Prompt injections and jailbreaks manipulating AI behaviors
  • Lack of visibility into how applications perform under real-world pressure
  • Complex, evolving compliance requirements across global markets

Our AI runtime security solutions secure the Application Suite vertical with a combination of proactive red-teaming and real-time defense, purpose-built for AI.

Red-Team: Validate Application Security Before Launch

F5 AI Red Team, previously known as Inference Red-Team, is the industry’s first agent-powered adversarial testing platform for AI applications. It simulates real-world threats to identify vulnerabilities in AI systems before attackers do, ensuring applications can be trusted at scale.

  • Agentic Resistance: Multi-turn, adaptive attack campaigns that expose weaknesses in copilots, RAG apps, and autonomous agents.
  • Signature & Operational Attacks: A library of 50,000+ evolving exploits, including prompt injection, denial-of-service, and data leakage vectors.
  • Application-Specific Assurance: Validates how an AI application behaves in real-world use, not just how the base model performs.

Outcome for the Application Suite: AI applications are rigorously tested for resilience and compliance before deployment, accelerating secure go-live.

AI Guardrails: Protect Applications in Real Time

Once AI applications are in production, F5 AI Guardrails, previously known as Inference Defend, provides real-time protection at the inference layer—the moment when applications interact with live data and users.

  • Stops Adversarial Exploits Instantly: Blocks prompt injection, jailbreaks, and data exfiltration attempts.
  • Customizable to Business Context: Security policies align to the specific risk and regulatory profile of each application.
  • Adaptive & Invisible: Security evolves continuously without disrupting application performance or user experience.

Outcome for the Application Suite: Applications stay safe and compliant while operating at scale—without blocking innovation.

AI Security for Application Suites

With AI Guardrails and Red Team, enterprises deploying AI-powered application suites gain:

  • Trustworthy Applications: Validated, hardened, and continuously protected against AI-specific risks.
  • Regulatory Readiness: Built-in compliance with frameworks includingGDPR and the EU AI Act, supported by audit-ready logs.
  • Reduced Risk & Cost: Avoidance of breaches, fines, and downtime that can cost millions.
  • Faster Innovation: Security becomes an enabler, not a barrier, to deploying new AI applications at speed

The Bottom Line

Our AI runtime security solutions ensure the Application Suite vertical can safely embrace AI, delivering trusted copilots, secure chatbots, and resilient enterprise apps that scale with confidence.

Share
Tags: Product

Related Blog Posts

The hidden cost of unmanaged AI infrastructure
F5 ADSP | 01/20/2026

The hidden cost of unmanaged AI infrastructure

AI platforms don’t lose value because of models. They lose value because of instability. See how intelligent traffic management improves token throughput while protecting expensive GPU infrastructure.

F5 secures today’s modern and AI applications
F5 ADSP | 12/22/2025

F5 secures today’s modern and AI applications

The F5 Application Delivery and Security Platform (ADSP) combines security with flexibility to deliver and protect any app and API and now any AI model or agent anywhere. F5 ADSP provides robust WAAP protection to defend against application-level threats, while F5 AI Guardrails secures AI interactions by enforcing controls against model and agent specific risks.

Govern your AI present and anticipate your AI future
F5 ADSP | 12/18/2025

Govern your AI present and anticipate your AI future

Learn from our field CISO, Chuck Herrin, how to prepare for the new challenge of securing AI models and agents.

New 7.0 release of F5 Distributed Cloud Services accelerates F5 ADSP adoption
F5 ADSP | 12/10/2025

New 7.0 release of F5 Distributed Cloud Services accelerates F5 ADSP adoption

Our recent 7.0 release is both a major step and strategic milestone in our journey to deliver the connectivity, security, and observability fabric that our customers need.

F5 provides enhanced protections against React vulnerabilities
F5 ADSP | 12/04/2025

F5 provides enhanced protections against React vulnerabilities

Developers and organizations using React in their applications should immediately evaluate their systems as exploitation of this vulnerability could lead to compromise of affected systems.

Deliver and Secure Every App
F5 application delivery and security solutions are built to ensure that every app and API deployed anywhere is fast, available, and secure. Learn how we can partner to deliver exceptional experiences every time.
Connect With Us
AI Security for the Application Suite - CalypsoAI | F5