F5 AI Remediate
Shorten the path from AI vulnerability discovery to deployable protection.
Turn adversarial insights into tested runtime defenses that reduce exposure without interrupting live AI systems.
Secure and compliant systems
AI vulnerabilities are identified faster than teams can fix them. Manual workflows, ticket queues, and code changes slow remediation and prolong exposure.
F5 AI Remediate connects F5 AI Red Team and F5 AI Guardrails by automatically turning prioritized adversarial findings into validated, optimized runtime protections.
Instead of waiting for development cycles, organizations can deploy tested guardrails at the runtime layer, keeping AI systems secure, compliant, and operational.
- Respond at AI speed Convert findings into deployable protections in hours, not weeks, reducing mean time to remediate.
- Validate protection before enforcement Continuously test and refine guardrails through adversarial revalidation to balance efficacy with accuracy.
- Maintain control as AI evolves Keep humans in the loop. Review, approve, and manage protections with full transparency and editability.
AI remediation at runtime
AI vulnerabilities surface in hours, but protection often lags behind. As new risks are uncovered, exposure widens while teams work to respond.
F5 AI Remediate closes that gap, reducing AI MTTR by rapidly generating, validating, and preparing protections for deployment without disrupting production systems.
- Automated protection generation Transforms prioritized red team insights into targeted guardrails, eliminating manual remediation delays.
- Continuous adversarial validation Re-tests protections against original exploit paths to maximize efficacy and reduce false positives before deployment.
- Human-controlled runtime deployment Requires explicit approval before enforcement, with full visibility into protection logic for accountability and operational confidence.
Remediation in action
Turn AI vulnerabilities into tested runtime protections, reducing MTTR without disrupting production.
Automated protection generation
Builds tailored defensive packages directly from prioritized AI Red Team insights.
Iterative validation and optimization
Re-tests protections against original attack paths to ensure efficacy without blocking legitimate traffic.
Human-controlled deployment
Requires explicit approval before enforcement in production environments.
Runtime enforcement via AI Guardrails
Deploys protections through the F5 AI Guardrails control plane for consistent policy enforcement.
Transparent and editable controls
Imported guardrails remain fully visible and customizable: no black-box remediation logic.
Continuous improvement loop
Re-tests protections as models, prompts, and AI behaviors evolve.
Resources
FEATURED
Where AI testing becomes protection
See how validated AI Red Team findings become optimized, deployable runtime protections, reducing exposure in hours, not weeks.
Watch the demoBlogs
Closing the loop: why AI security remediation matters ›
Red teaming for AI: the standard for proactive security ›
What are AI guardrails? Evolving safety beyond foundational model providers ›
AI security through the analyst lens: insights from Gartner®, Forrester, and KuppingerCole ›
Reports
Explore generative AI inference security risks ›
Gartner Market Guide for AI trust, risk, and security management ›
Safeguard your organization from internal AI risks ›
See how to protect generative AI at scale ›
Webinars
AI Red Team: continuous testing. Explainable results, proven resilience. ›
F5 with CalypsoAI: comprehensive AI security from pilot to production ›
