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* Products  
  Products  
  AI Security  
  [![](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/logos/nav/prisma-AIRS-logo-nav.svg)](https://www.paloaltonetworks.com/ai-security/prisma-airs?ts=markdown)  
  [AI Security Platform](https://www.paloaltonetworks.com/ai-security/prisma-airs?ts=markdown)
  
  * [AI Gateway](https://www.paloaltonetworks.com/ai-security/ai-gateway?ts=markdown)
  * [AI Model Security](https://www.paloaltonetworks.com/ai-security/ai-model-security?ts=markdown)
  * [AI Red Teaming](https://www.paloaltonetworks.com/ai-security/ai-red-teaming?ts=markdown)
  * [AI Runtime Security](https://www.paloaltonetworks.com/ai-security/ai-runtime-security?ts=markdown)
  * [Agent Security](https://www.paloaltonetworks.com/ai-security/agent-security?ts=markdown)
  * [AI Posture Management](https://www.paloaltonetworks.com/prisma/cloud/ai-spm?ts=markdown)  
    Secure GenAI Tools
  * [Prisma Browser](https://www.paloaltonetworks.com/sase/prisma-browser?ts=markdown)  
    Network Security  
    [![](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/logos/nav/strata-logo-nav.svg)](https://www.paloaltonetworks.com/network-security?ts=markdown)  
    [Secure the Network](https://www.paloaltonetworks.com/network-security/next-generation-firewall?ts=markdown)
  * [Hardware Firewalls](https://www.paloaltonetworks.com/network-security/hardware-firewall-innovations?ts=markdown)
  * [Software Firewalls](https://www.paloaltonetworks.com/network-security/software-firewalls?ts=markdown)
  * [Strata Cloud Manager](https://www.paloaltonetworks.com/network-security/strata-cloud-manager?ts=markdown)
  * [Quantum Safe Security](https://www.paloaltonetworks.com/network-security/quantum-safe-security?ts=markdown)
  * [Next-Gen Trust Security](https://www.paloaltonetworks.com/network-security/next-gen-trust-security?ts=markdown)
  * [OT / Industrial Security](https://www.paloaltonetworks.com/network-security/ot-security-solution?ts=markdown)
  * [Device \& IoT Security](https://www.paloaltonetworks.com/network-security/device-security?ts=markdown)
  * [5G Security](https://www.paloaltonetworks.com/network-security/5g-security?ts=markdown)
  * [Managed Firewalls - Azure](https://www.paloaltonetworks.com/network-security/cloud-ngfw-for-azure?ts=markdown)
  * [Managed Firewalls - AWS](https://www.paloaltonetworks.com/network-security/cloud-ngfw?ts=markdown)  
    [Cloud-Delivered Security Services](https://www.paloaltonetworks.com/network-security/security-subscriptions?ts=markdown)
  * [Advanced Threat Prevention](https://www.paloaltonetworks.com/network-security/advanced-threat-prevention?ts=markdown)
  * [Advanced URL Filtering](https://www.paloaltonetworks.com/network-security/advanced-url-filtering?ts=markdown)
  * [Advanced WildFire](https://www.paloaltonetworks.com/network-security/advanced-wildfire?ts=markdown)
  * [Advanced DNS Security](https://www.paloaltonetworks.com/network-security/advanced-dns-security?ts=markdown)
  * [Advanced IP Defense](https://www.paloaltonetworks.com/network-security/advanced-ip-defense?ts=markdown)  
    SASE  
    [![](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/logos/nav/prisma-sase-logo-nav.svg)](https://www.paloaltonetworks.com/sase?ts=markdown)  
    [Secure Access (SASE)](https://www.paloaltonetworks.com/sase?ts=markdown)
  * [Prisma Access (ZTNA)](https://www.paloaltonetworks.com/sase/access?ts=markdown)
  * [SD-WAN](https://www.paloaltonetworks.com/sase/sd-wan?ts=markdown)
  * [Prisma Browser](https://www.paloaltonetworks.com/sase/prisma-browser?ts=markdown)
  * [SaaS Security](https://www.paloaltonetworks.com/sase/saas-security?ts=markdown)
  * [Enterprise DLP](https://www.paloaltonetworks.com/sase/enterprise-data-loss-prevention?ts=markdown)  
    Security Operations  
    [![](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/logos/nav/cortex-logo-nav.svg)](https://www.paloaltonetworks.com/cortex?ts=markdown)  
    [Security Operations](https://www.paloaltonetworks.com/cortex?ts=markdown)
  * [AI-Driven SOC](https://www.paloaltonetworks.com/cortex/cortex-xsiam?ts=markdown)
  * [Extended Detection \& Response](https://www.paloaltonetworks.com/cortex/cortex-xdr?ts=markdown)
  * [Security Orchestration \& Automation](https://www.paloaltonetworks.com/cortex/cortex-xsoar?ts=markdown)
  * [Attack Surface Management](https://www.paloaltonetworks.com/cortex/cortex-xpanse?ts=markdown)
  * [Exposure Management](https://www.paloaltonetworks.com/cortex/exposure-management?ts=markdown)
  * [Email Security](https://www.paloaltonetworks.com/cortex/advanced-email-security?ts=markdown)
  * [Threat Intelligence Management](https://www.paloaltonetworks.com/cortex/threat-intel-management?ts=markdown)
  * [Agentic-first Automation](https://www.paloaltonetworks.com/cortex/agentix?ts=markdown)
  * [Identity Threat Detection and Response](https://www.paloaltonetworks.com/cortex/itdr?ts=markdown)  
    [Endpoint Security](https://www.paloaltonetworks.com/cortex/endpoint-protection?ts=markdown)
  * [Endpoint Protection](https://www.paloaltonetworks.com/cortex/endpoint-protection?ts=markdown)
  * [Agentic Endpoint Security](https://www.paloaltonetworks.com/cortex/agentic-endpoint-security?ts=markdown)
  * [Ransomware Protection](https://www.paloaltonetworks.com/cortex/ransomware-protection?ts=markdown)
  * [Digital Forensics](https://www.paloaltonetworks.com/cortex/digital-forensics?ts=markdown)  
    [Data Security](https://www.paloaltonetworks.com/cortex/data-security?ts=markdown)  
    Cloud Security  
    [![](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/logos/nav/cortex-cloud-logo-nav.svg)](https://www.paloaltonetworks.com/cortex/cloud?ts=markdown)  
    [Application Security Overview](https://www.paloaltonetworks.com/cortex/cloud/application-security?ts=markdown)
  * [Application Security Posture Management](https://www.paloaltonetworks.com/cortex/cloud/application-security-posture-management?ts=markdown)
  * [Software Supply Chain Security](https://www.paloaltonetworks.com/cortex/cloud/software-supply-chain-security?ts=markdown)
  * [Infrasture-as-Code (IaC) Security](https://www.paloaltonetworks.com/cortex/cloud/infrastructure-as-code-security?ts=markdown)
  * [Software Composition Analysis](https://www.paloaltonetworks.com/cortex/cloud/software-composition-analysis?ts=markdown)
  * [Secrets Security](https://www.paloaltonetworks.com/cortex/cloud/secrets-security?ts=markdown)
  * [Open Partner Ecosystem](https://www.paloaltonetworks.com/cortex/cloud/appsec-partner-ecosystem?ts=markdown)  
    [Cloud Posture Security Overview](https://www.paloaltonetworks.com/cortex/cloud/cloud-posture-security?ts=markdown)
  * [Cloud Security Posture Management](https://www.paloaltonetworks.com/cortex/cloud/cloud-security-posture-management?ts=markdown)
  * [Cloud Infrastructure Entitlement Management](https://www.paloaltonetworks.com/cortex/cloud/cloud-infrastructure-entitlement-management?ts=markdown)
  * [Data Security Posture Management](https://www.paloaltonetworks.com/cortex/cloud/data-security-posture-management?ts=markdown)
  * [AI Security Posture Management](https://www.paloaltonetworks.com/cortex/cloud/ai-security-posture-management?ts=markdown)
  * [Vulnerability Management](https://www.paloaltonetworks.com/cortex/cloud/vulnerability-management?ts=markdown)
  * [Cloud Attack Surface Management](https://www.paloaltonetworks.com/cortex/cloud/attack-surface-management?ts=markdown)  
    [Cloud Runtime Security Overview](https://www.paloaltonetworks.com/cortex/cloud/runtime-security?ts=markdown)
  * [Cloud Detection and Response](https://www.paloaltonetworks.com/cortex/cloud-detection-and-response?ts=markdown)
  * [Container \& Kubernetes Security](https://www.paloaltonetworks.com/cortex/cloud/kubernetes-and-container-security?ts=markdown)
  * [Cloud Workload Protection](https://www.paloaltonetworks.com/cortex/cloud/cloud-workload-protection?ts=markdown)
  * [API Security](https://www.paloaltonetworks.com/cortex/cloud/api-security?ts=markdown)
  * [Serverless Security](https://www.paloaltonetworks.com/cortex/cloud/serverless-security?ts=markdown)  
    Observability ^NEW^  
    [![](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/cortex/xcor/cortex-xcor-logo-nav-2.svg)](https://www.paloaltonetworks.com/cortex/xcor?ts=markdown)  
    Observability \& Remediation
  * [AI-Driven Observability](https://www.paloaltonetworks.com/cortex/xcor/ai-driven-observability?ts=markdown)
  * [Distributed Tracing](https://www.paloaltonetworks.com/cortex/xcor/distributed-tracing?ts=markdown)
  * [Log Management](https://www.paloaltonetworks.com/cortex/xcor/log-management?ts=markdown)
  * [Metrics Monitoring](https://www.paloaltonetworks.com/cortex/xcor/metrics-monitoring?ts=markdown)  
    Identity Security  
    [![](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/logos/nav/idira-logo-nav.svg)](https://www.paloaltonetworks.com/idira?ts=markdown)  
    [Human Identities](https://www.paloaltonetworks.com/idira/human?ts=markdown)
  * [Privileged Access Management](https://www.paloaltonetworks.com/idira/human/privileged-access-management?ts=markdown)
  * [Identity and Access Management](https://www.paloaltonetworks.com/idira/human/identity-and-access-management?ts=markdown)
  * [Endpoint Privilege Manager](https://www.paloaltonetworks.com/idira/human/endpoint-privilege-manager?ts=markdown)
  * [Identity Governance](https://www.paloaltonetworks.com/idira/human/identity-governance?ts=markdown)
  * [Workforce Password Management](https://www.paloaltonetworks.com/idira/human/workforce-password-management?ts=markdown)
  * [Vendor Privileged Access](https://www.paloaltonetworks.com/idira/human/vendor-privileged-access?ts=markdown)  
    [Machine Identities](https://www.paloaltonetworks.com/idira/machine?ts=markdown)
  * [Secrets Management](https://www.paloaltonetworks.com/idira/machine/secrets-management?ts=markdown)
  * [Unified Secrets Governance](https://www.paloaltonetworks.com/idira/machine/unified-secrets-governance?ts=markdown)
  * [Application Credentials Delivery](https://www.paloaltonetworks.com/idira/machine/application-credentials-delivery?ts=markdown)  
    [Agentic Identities](https://www.paloaltonetworks.com/idira/agentic?ts=markdown)  
    [See All Products](https://www.paloaltonetworks.com/products/products-a-z?ts=markdown)
  * [![Overview icon](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/logo-default-orange.svg) Overview](#products-panel-0)
  * [![AI Security icon](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/icon-prisma-blue.svg) AI Security](#products-panel-1)
  * [![Network Security icon](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/icon-strata.svg) Network Security](#products-panel-2)
  * [![SASE icon](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/icon-prisma-blue.svg) SASE](#products-panel-3)
  * [![Security Operations icon](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/icon-cortex.svg) Security Operations](#products-panel-4)
  * [![Cloud Security icon](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/icon-cortex.svg) Cloud Security](#products-panel-5)
  * [Observability ^NEW^](#products-panel-6)
  * [![Identity Security icon](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/icon-idira.svg) Identity Security](#products-panel-7)
  
  [See All Products](https://www.paloaltonetworks.com/products/products-a-z?ts=markdown)  
  [![AI Security icon](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/logos/nav/prisma-AIRS-logo-nav.svg)  
  AI Security
  Discover, assess and protect AI apps, agents and employee use of GenAI tools](https://www.paloaltonetworks.com/ai-security/prisma-airs?ts=markdown)  
  [![Network Security icon](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/logos/nav/strata-logo-nav.svg)  
  Network Security
  AI-powered NetSec with next-gen firewalls, inline defense and unified management](https://www.paloaltonetworks.com/network-security?ts=markdown)  
  [![Security Operations icon](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/logos/nav/cortex-logo-nav.svg)  
  Security Operations
  Stop cyberattackers with the industry's premier platform for autonomous security operations](https://www.paloaltonetworks.com/cortex?ts=markdown)  
  [![Observability \& Remediation <sup class="branded-text">NEW</span> icon](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/cortex/xcor/cortex-xcor-logo-nav-2.svg)  
  Observability \& Remediation ^NEW^
  Prevent downtime with the AI-driven platform that delivers autonomous remediation](https://www.paloaltonetworks.com/cortex/xcor?ts=markdown)  
  [![SASE icon](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/logos/nav/prisma-sase-logo-nav.svg)  
  SASE
  Protect with AI, secure AI use and operate with AI using agentic Prisma SASE](https://www.paloaltonetworks.com/sase?ts=markdown)  
  [![Identity Security icon](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/logos/nav/idira-logo-nav.svg)  
  Identity Security
  Identity security platform to secure every identity: human, machine and agentic](https://www.paloaltonetworks.com/idira?ts=markdown)  
  [![Cloud Security icon](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/logos/nav/cortex-cloud-logo-nav.svg)  
  Cloud Security
  Prevent risks from code to cloud with the leading agentic cloud security platform](https://www.paloaltonetworks.com/cortex/cloud?ts=markdown)  
  [![AI Security logo](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/logos/nav/prisma-AIRS-logo-nav.svg)](https://www.paloaltonetworks.com/ai-security/prisma-airs?ts=markdown)  
  [AI Security Platform](https://www.paloaltonetworks.com/ai-security/prisma-airs?ts=markdown)
  
  * [AI Gateway](https://www.paloaltonetworks.com/ai-security/ai-gateway?ts=markdown)
  * [AI Model Security](https://www.paloaltonetworks.com/ai-security/ai-model-security?ts=markdown)
  * [AI Red Teaming](https://www.paloaltonetworks.com/ai-security/ai-red-teaming?ts=markdown)
  * [AI Runtime Security](https://www.paloaltonetworks.com/ai-security/ai-runtime-security?ts=markdown)
  * [Agent Security](https://www.paloaltonetworks.com/ai-security/agent-security?ts=markdown)
  * [AI Posture Management](https://www.paloaltonetworks.com/prisma/cloud/ai-spm?ts=markdown)  
    Secure GenAI Tools
  * [Prisma Browser](https://www.paloaltonetworks.com/sase/prisma-browser?ts=markdown)  
    [![Network Security logo](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/logos/nav/strata-logo-nav.svg)](https://www.paloaltonetworks.com/network-security?ts=markdown)  
    [Secure the Network](https://www.paloaltonetworks.com/network-security/next-generation-firewall?ts=markdown)
  * [Hardware Firewalls](https://www.paloaltonetworks.com/network-security/hardware-firewall-innovations?ts=markdown)
  * [Software Firewalls](https://www.paloaltonetworks.com/network-security/software-firewalls?ts=markdown)
  * [Strata Cloud Manager](https://www.paloaltonetworks.com/network-security/strata-cloud-manager?ts=markdown)
  * [Quantum Safe Security](https://www.paloaltonetworks.com/network-security/quantum-safe-security?ts=markdown)
  * [Next-Gen Trust Security](https://www.paloaltonetworks.com/network-security/next-gen-trust-security?ts=markdown)
  * [OT / Industrial Security](https://www.paloaltonetworks.com/network-security/ot-security-solution?ts=markdown)
  * [Device \& IoT Security](https://www.paloaltonetworks.com/network-security/device-security?ts=markdown)
  * [5G Security](https://www.paloaltonetworks.com/network-security/5g-security?ts=markdown)
  * [Managed Firewalls - Azure](https://www.paloaltonetworks.com/network-security/cloud-ngfw-for-azure?ts=markdown)
  * [Managed Firewalls - AWS](https://www.paloaltonetworks.com/network-security/cloud-ngfw?ts=markdown)  
    [Cloud-Delivered Security Services](https://www.paloaltonetworks.com/network-security/security-subscriptions?ts=markdown)
  * [Advanced Threat Prevention](https://www.paloaltonetworks.com/network-security/advanced-threat-prevention?ts=markdown)
  * [Advanced URL Filtering](https://www.paloaltonetworks.com/network-security/advanced-url-filtering?ts=markdown)
  * [Advanced WildFire](https://www.paloaltonetworks.com/network-security/advanced-wildfire?ts=markdown)
  * [Advanced DNS Security](https://www.paloaltonetworks.com/network-security/advanced-dns-security?ts=markdown)
  * [Advanced IP Defense](https://www.paloaltonetworks.com/network-security/advanced-ip-defense?ts=markdown)  
    [![SASE logo](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/logos/nav/prisma-sase-logo-nav.svg)](https://www.paloaltonetworks.com/sase?ts=markdown)  
    [Secure Access (SASE)](https://www.paloaltonetworks.com/sase?ts=markdown)
  * [Prisma Access (ZTNA)](https://www.paloaltonetworks.com/sase/access?ts=markdown)
  * [SD-WAN](https://www.paloaltonetworks.com/sase/sd-wan?ts=markdown)
  * [Prisma Browser](https://www.paloaltonetworks.com/sase/prisma-browser?ts=markdown)
  * [SaaS Security](https://www.paloaltonetworks.com/sase/saas-security?ts=markdown)
  * [Enterprise DLP](https://www.paloaltonetworks.com/sase/enterprise-data-loss-prevention?ts=markdown)  
    [![Security Operations logo](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/logos/nav/cortex-logo-nav.svg)](https://www.paloaltonetworks.com/cortex?ts=markdown)  
    [Security Operations](https://www.paloaltonetworks.com/cortex?ts=markdown)
  * [AI-Driven SOC](https://www.paloaltonetworks.com/cortex/cortex-xsiam?ts=markdown)
  * [Extended Detection \& Response](https://www.paloaltonetworks.com/cortex/cortex-xdr?ts=markdown)
  * [Security Orchestration \& Automation](https://www.paloaltonetworks.com/cortex/cortex-xsoar?ts=markdown)
  * [Attack Surface Management](https://www.paloaltonetworks.com/cortex/cortex-xpanse?ts=markdown)
  * [Exposure Management](https://www.paloaltonetworks.com/cortex/exposure-management?ts=markdown)
  * [Email Security](https://www.paloaltonetworks.com/cortex/advanced-email-security?ts=markdown)
  * [Threat Intelligence Management](https://www.paloaltonetworks.com/cortex/threat-intel-management?ts=markdown)
  * [Agentic-first Automation](https://www.paloaltonetworks.com/cortex/agentix?ts=markdown)
  * [Identity Threat Detection and Response](https://www.paloaltonetworks.com/cortex/itdr?ts=markdown)  
    [Endpoint Security](https://www.paloaltonetworks.com/cortex/endpoint-protection?ts=markdown)
  * [Endpoint Protection](https://www.paloaltonetworks.com/cortex/endpoint-protection?ts=markdown)
  * [Agentic Endpoint Security](https://www.paloaltonetworks.com/cortex/agentic-endpoint-security?ts=markdown)
  * [Ransomware Protection](https://www.paloaltonetworks.com/cortex/ransomware-protection?ts=markdown)
  * [Digital Forensics](https://www.paloaltonetworks.com/cortex/digital-forensics?ts=markdown)  
    [Data Security](https://www.paloaltonetworks.com/cortex/data-security?ts=markdown)  
    [![Cloud Security logo](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/logos/nav/cortex-cloud-logo-nav.svg)](https://www.paloaltonetworks.com/cortex/cloud?ts=markdown)  
    [Application Security Overview](https://www.paloaltonetworks.com/cortex/cloud/application-security?ts=markdown)
  * [Application Security Posture Management](https://www.paloaltonetworks.com/cortex/cloud/application-security-posture-management?ts=markdown)
  * [Software Supply Chain Security](https://www.paloaltonetworks.com/cortex/cloud/software-supply-chain-security?ts=markdown)
  * [Infrasture-as-Code (IaC) Security](https://www.paloaltonetworks.com/cortex/cloud/infrastructure-as-code-security?ts=markdown)
  * [Software Composition Analysis](https://www.paloaltonetworks.com/cortex/cloud/software-composition-analysis?ts=markdown)
  * [Secrets Security](https://www.paloaltonetworks.com/cortex/cloud/secrets-security?ts=markdown)
  * [Open Partner Ecosystem](https://www.paloaltonetworks.com/cortex/cloud/appsec-partner-ecosystem?ts=markdown)  
    [Cloud Posture Security Overview](https://www.paloaltonetworks.com/cortex/cloud/cloud-posture-security?ts=markdown)
  * [Cloud Security Posture Management](https://www.paloaltonetworks.com/cortex/cloud/cloud-security-posture-management?ts=markdown)
  * [Cloud Infrastructure Entitlement Management](https://www.paloaltonetworks.com/cortex/cloud/cloud-infrastructure-entitlement-management?ts=markdown)
  * [Data Security Posture Management](https://www.paloaltonetworks.com/cortex/cloud/data-security-posture-management?ts=markdown)
  * [AI Security Posture Management](https://www.paloaltonetworks.com/cortex/cloud/ai-security-posture-management?ts=markdown)
  * [Vulnerability Management](https://www.paloaltonetworks.com/cortex/cloud/vulnerability-management?ts=markdown)
  * [Cloud Attack Surface Management](https://www.paloaltonetworks.com/cortex/cloud/attack-surface-management?ts=markdown)  
    [Cloud Runtime Security Overview](https://www.paloaltonetworks.com/cortex/cloud/runtime-security?ts=markdown)
  * [Cloud Detection and Response](https://www.paloaltonetworks.com/cortex/cloud-detection-and-response?ts=markdown)
  * [Container \& Kubernetes Security](https://www.paloaltonetworks.com/cortex/cloud/kubernetes-and-container-security?ts=markdown)
  * [Cloud Workload Protection](https://www.paloaltonetworks.com/cortex/cloud/cloud-workload-protection?ts=markdown)
  * [API Security](https://www.paloaltonetworks.com/cortex/cloud/api-security?ts=markdown)
  * [Serverless Security](https://www.paloaltonetworks.com/cortex/cloud/serverless-security?ts=markdown)  
    [![Observability <sup class="branded-text">NEW</sup> logo](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/cortex/xcor/cortex-xcor-logo-nav-2.svg)](https://www.paloaltonetworks.com/cortex/xcor?ts=markdown)  
    Observability \& Remediation
  * [AI-Driven Observability](https://www.paloaltonetworks.com/cortex/xcor/ai-driven-observability?ts=markdown)
  * [Distributed Tracing](https://www.paloaltonetworks.com/cortex/xcor/distributed-tracing?ts=markdown)
  * [Log Management](https://www.paloaltonetworks.com/cortex/xcor/log-management?ts=markdown)
  * [Metrics Monitoring](https://www.paloaltonetworks.com/cortex/xcor/metrics-monitoring?ts=markdown)  
    [![Identity Security logo](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/logos/nav/idira-logo-nav.svg)](https://www.paloaltonetworks.com/idira?ts=markdown)  
    [Human Identities](https://www.paloaltonetworks.com/idira/human?ts=markdown)
  * [Privileged Access Management](https://www.paloaltonetworks.com/idira/human/privileged-access-management?ts=markdown)
  * [Identity and Access Management](https://www.paloaltonetworks.com/idira/human/identity-and-access-management?ts=markdown)
  * [Endpoint Privilege Manager](https://www.paloaltonetworks.com/idira/human/endpoint-privilege-manager?ts=markdown)
  * [Identity Governance](https://www.paloaltonetworks.com/idira/human/identity-governance?ts=markdown)
  * [Workforce Password Management](https://www.paloaltonetworks.com/idira/human/workforce-password-management?ts=markdown)
  * [Vendor Privileged Access](https://www.paloaltonetworks.com/idira/human/vendor-privileged-access?ts=markdown)  
    [Machine Identities](https://www.paloaltonetworks.com/idira/machine?ts=markdown)
  * [Secrets Management](https://www.paloaltonetworks.com/idira/machine/secrets-management?ts=markdown)
  * [Unified Secrets Governance](https://www.paloaltonetworks.com/idira/machine/unified-secrets-governance?ts=markdown)
  * [Application Credentials Delivery](https://www.paloaltonetworks.com/idira/machine/application-credentials-delivery?ts=markdown)  
    [Agentic Identities](https://www.paloaltonetworks.com/idira/agentic?ts=markdown)

* Solutions  
  Solutions  
  By Use Case  
  [![Drive AI Transformation icon](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/ai-page/teaser-block/teaser-icon-2.svg)  
  Drive AI Transformation
  Scale enterprise AI adoption across employees, applications and agents with confidence and control](https://www.paloaltonetworks.com/ai-security?ts=markdown) [![Accelerate Cloud Transformation icon](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/icon-cortex.svg)
  Accelerate Cloud Transformation
  Build fast and innovate fearlessly with AI-driven protection from code to cloud](https://www.paloaltonetworks.com/cortex/cloud?ts=markdown) [![Secure AI Coding icon](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/logo-default-orange.svg)
  Secure AI Coding
  Let AI coding do more, with you in control. Protect data, govern agents and control AI costs](https://www.paloaltonetworks.com/secure-ai-coding?ts=markdown)  
  [![Secure Every Identity icon](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/icon-idira.svg)  
  Secure Every Identity
  Stop identity-led breaches: Secure human, machine, and agentic identities with zero trust](https://www.paloaltonetworks.com/idira?ts=markdown) [![Enable Autonomous SOC icon](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/icon-cortex.svg)
  Enable Autonomous SOC
  Fight AI with AI to stop threats at machine speed with the power of analytics and automation](https://www.paloaltonetworks.com/cortex/fight-ai-with-ai?ts=markdown) [![Secure Critical Infrastructure icon](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/logo-default-orange.svg)
  Secure Critical Infrastructure
  Stop machine-speed threats across OT, 5G and IoT with AI-driven cyber defense](https://www.paloaltonetworks.com/securing-critical-infrastructure?ts=markdown)  
  [![Secure the Hybrid Network icon](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/icon-strata.svg)  
  Secure the Hybrid Network
  Stay ahead of AI-driven attacks with unified network security across hybrid environments](https://www.paloaltonetworks.com/network-security?ts=markdown) [![Automate Root-Cause Analysis icon](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/icon-cortex.svg)
  Automate Root-Cause Analysis
  Respond autonomously to incidents and accelerate remediation with agentic AI](https://www.paloaltonetworks.com/cortex/xcor?ts=markdown) [![Achieve Cyber Resilience icon](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/icon-Unit42.svg)
  Achieve Cyber Resilience
  Partner with world-class experts to proactively reduce risk, recover rapidly, and outsmart emerging threats](https://www.paloaltonetworks.com/unit42/ai-advantage?ts=markdown)

* Services  
  Services  
  Security Services  
  [![](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/unit-logo-dark.svg)](https://www.paloaltonetworks.com/unit42?ts=markdown)  
  Prepare for Emerging Risks
  
  * [AI Security](https://www.paloaltonetworks.com/unit42/strengthen-your-defenses/ai-security-assessment?ts=markdown)
  * [Frontier AI](https://www.paloaltonetworks.com/unit42/prepare-for-emerging-risks/continuous-frontier-ai-defense?ts=markdown)
  * [Respond to Cyber Attacks](https://www.paloaltonetworks.com/unit42/respond?ts=markdown)
  * [Incident Response](https://www.paloaltonetworks.com/unit42/respond/incident-response?ts=markdown)
  * [Digital Forensics](https://www.paloaltonetworks.com/unit42/respond/digital-forensics?ts=markdown)
  * [Managed Detection \& Response](https://www.paloaltonetworks.com/unit42/respond/managed-detection-response?ts=markdown)
  * [Managed Threat Hunting](https://www.paloaltonetworks.com/cortex/managed-threat-hunting?ts=markdown)
  * [Managed XSIAM](https://www.paloaltonetworks.com/cortex/managed-xsiam?ts=markdown)  
    [Strengthen Your Defenses](https://www.paloaltonetworks.com/unit42/strengthen-your-defenses?ts=markdown)
  * [Attack Surface Assessment](https://www.paloaltonetworks.com/unit42/strengthen-your-defenses/attack-surface-assessment?ts=markdown)
  * [Breach Readiness](https://www.paloaltonetworks.com/unit42/strengthen-your-defenses/breach-readiness-review?ts=markdown)
  * [Cloud Security](https://www.paloaltonetworks.com/unit42/strengthen-your-defenses/cloud-security-assessment?ts=markdown)
  * [Compromise Assessment](https://www.paloaltonetworks.com/unit42/strengthen-your-defenses/compromise-assessment?ts=markdown)
  * [Ransomware Readiness](https://www.paloaltonetworks.com/unit42/strengthen-your-defenses/ransomware-readiness-assessment?ts=markdown)
  * [Supply Chain](https://www.paloaltonetworks.com/unit42/strengthen-your-defenses/supply-chain-risk-assessment?ts=markdown)
  * [Tabletop Exercises](https://www.paloaltonetworks.com/unit42/strengthen-your-defenses/tabletop-exercises?ts=markdown)
  * [Unit 42 Retainer](https://www.paloaltonetworks.com/unit42/retainer?ts=markdown)  
    [Build Your Security Strategy](https://www.paloaltonetworks.com/unit42/build-your-security-strategy?ts=markdown)
  * [Cyber Risk](https://www.paloaltonetworks.com/unit42/build-your-security-strategy/cyber-risk-assessment?ts=markdown)
  * [IR Plan Development](https://www.paloaltonetworks.com/unit42/build-your-security-strategy/IR-plan-and-development-review?ts=markdown)
  * [Security Program Design](https://www.paloaltonetworks.com/unit42/build-your-security-strategy/security-program-design?ts=markdown)
  * [SOC Assessment](https://www.paloaltonetworks.com/unit42/build-your-security-strategy/soc-assessment?ts=markdown)
  * [Virtual CISO](https://www.paloaltonetworks.com/unit42/build-your-security-strategy/virtual-ciso?ts=markdown)
  * [Zero Trust](https://www.paloaltonetworks.com/unit42/build-your-security-strategy/zero-trust-advisory?ts=markdown)  
    Understand the Adversary
  * [Threat Intelligence](https://www.paloaltonetworks.com/unit42/threat-intelligence?ts=markdown)
  * [Offensive Security](https://www.paloaltonetworks.com/unit42/strengthen-your-defenses/offensive-security-services?ts=markdown)  
    Managed Firewalls  
    Managed Firewalls
  * [Managed Firewalls - AWS](https://www.paloaltonetworks.com/network-security/cloud-ngfw?ts=markdown)
  * [Managed Firewalls - Azure](https://www.paloaltonetworks.com/network-security/cloud-ngfw-for-azure?ts=markdown)  
    Customer Services  
    [Global Customer Services](https://www.paloaltonetworks.com/services?ts=markdown)
  * [Education \& Training](https://www.paloaltonetworks.com/services/education?ts=markdown)
  * [Professional Services](https://www.paloaltonetworks.com/services/consulting?ts=markdown)
  * [Success Tools](https://www.paloaltonetworks.com/services/customer-success-tools?ts=markdown)
  * [Support Services](https://www.paloaltonetworks.com/services/solution-assurance?ts=markdown)
  * [Customer Success](https://www.paloaltonetworks.com/services/customer-success?ts=markdown)  
    [Under Attack?](https://www.paloaltonetworks.com/unit42/contact-unit42?ts=markdown)
  * [Services Overview](#services-panel-0)
  * [Security Services](#services-panel-1)
  * [Managed Firewalls](#services-panel-2)
  * [Customer Services](#services-panel-3)
  
  [Under Attack?](https://www.paloaltonetworks.com/unit42/contact-unit42?ts=markdown)  
  [![Security Services logo](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/unit-logo-dark.svg)](https://www.paloaltonetworks.com/unit42?ts=markdown)  
  Prepare for Emerging Risks
  
  * [AI Security](https://www.paloaltonetworks.com/unit42/strengthen-your-defenses/ai-security-assessment?ts=markdown)
  * [Frontier AI](https://www.paloaltonetworks.com/unit42/prepare-for-emerging-risks/continuous-frontier-ai-defense?ts=markdown)
  * [Respond to Cyber Attacks](https://www.paloaltonetworks.com/unit42/respond?ts=markdown)
  * [Incident Response](https://www.paloaltonetworks.com/unit42/respond/incident-response?ts=markdown)
  * [Digital Forensics](https://www.paloaltonetworks.com/unit42/respond/digital-forensics?ts=markdown)
  * [Managed Detection \& Response](https://www.paloaltonetworks.com/unit42/respond/managed-detection-response?ts=markdown)
  * [Managed Threat Hunting](https://www.paloaltonetworks.com/cortex/managed-threat-hunting?ts=markdown)
  * [Managed XSIAM](https://www.paloaltonetworks.com/cortex/managed-xsiam?ts=markdown)  
    [Strengthen Your Defenses](https://www.paloaltonetworks.com/unit42/strengthen-your-defenses?ts=markdown)
  * [Attack Surface Assessment](https://www.paloaltonetworks.com/unit42/strengthen-your-defenses/attack-surface-assessment?ts=markdown)
  * [Breach Readiness](https://www.paloaltonetworks.com/unit42/strengthen-your-defenses/breach-readiness-review?ts=markdown)
  * [Cloud Security](https://www.paloaltonetworks.com/unit42/strengthen-your-defenses/cloud-security-assessment?ts=markdown)
  * [Compromise Assessment](https://www.paloaltonetworks.com/unit42/strengthen-your-defenses/compromise-assessment?ts=markdown)
  * [Ransomware Readiness](https://www.paloaltonetworks.com/unit42/strengthen-your-defenses/ransomware-readiness-assessment?ts=markdown)
  * [Supply Chain](https://www.paloaltonetworks.com/unit42/strengthen-your-defenses/supply-chain-risk-assessment?ts=markdown)
  * [Tabletop Exercises](https://www.paloaltonetworks.com/unit42/strengthen-your-defenses/tabletop-exercises?ts=markdown)
  * [Unit 42 Retainer](https://www.paloaltonetworks.com/unit42/retainer?ts=markdown)  
    [Build Your Security Strategy](https://www.paloaltonetworks.com/unit42/build-your-security-strategy?ts=markdown)
  * [Cyber Risk](https://www.paloaltonetworks.com/unit42/build-your-security-strategy/cyber-risk-assessment?ts=markdown)
  * [IR Plan Development](https://www.paloaltonetworks.com/unit42/build-your-security-strategy/IR-plan-and-development-review?ts=markdown)
  * [Security Program Design](https://www.paloaltonetworks.com/unit42/build-your-security-strategy/security-program-design?ts=markdown)
  * [SOC Assessment](https://www.paloaltonetworks.com/unit42/build-your-security-strategy/soc-assessment?ts=markdown)
  * [Virtual CISO](https://www.paloaltonetworks.com/unit42/build-your-security-strategy/virtual-ciso?ts=markdown)
  * [Zero Trust](https://www.paloaltonetworks.com/unit42/build-your-security-strategy/zero-trust-advisory?ts=markdown)  
    Understand the Adversary
  * [Threat Intelligence](https://www.paloaltonetworks.com/unit42/threat-intelligence?ts=markdown)
  * [Offensive Security](https://www.paloaltonetworks.com/unit42/strengthen-your-defenses/offensive-security-services?ts=markdown)  
    Managed Firewalls
  * [Managed Firewalls - AWS](https://www.paloaltonetworks.com/network-security/cloud-ngfw?ts=markdown)
  * [Managed Firewalls - Azure](https://www.paloaltonetworks.com/network-security/cloud-ngfw-for-azure?ts=markdown)  
    [Global Customer Services](https://www.paloaltonetworks.com/services?ts=markdown)
  * [Education \& Training](https://www.paloaltonetworks.com/services/education?ts=markdown)
  * [Professional Services](https://www.paloaltonetworks.com/services/consulting?ts=markdown)
  * [Success Tools](https://www.paloaltonetworks.com/services/customer-success-tools?ts=markdown)
  * [Support Services](https://www.paloaltonetworks.com/services/solution-assurance?ts=markdown)
  * [Customer Success](https://www.paloaltonetworks.com/services/customer-success?ts=markdown)

* Industries  
  Industries  
  [![Financial Services icon](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/logos/nav/financial-icon-2.svg)  
  Financial Services
  Secure with AI cybersecurity, fraud and ransomware prevention, compliance, and customer data protection](https://www.paloaltonetworks.com/industry/financial-services?ts=markdown) [![Manufacturing icon](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/logos/nav/manufacturing-icon-2.svg)
  Manufacturing
  Secure with OT security, ransomware defense, industrial cybersecurity, supply chain resilience, and continuity](https://www.paloaltonetworks.com/industry/manufacturing?ts=markdown) [![Retail and Hospitality icon](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/logos/nav/retail-icon-2.svg)
  Retail and Hospitality
  Secure with payment security, PCI compliance, ransomware and fraud prevention, and data protection](https://www.paloaltonetworks.com/industry/retail?ts=markdown)  
  [![Healthcare and Life Sciences icon](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/logos/nav/healthcare-icon-2.svg)  
  Healthcare and Life Sciences
  Secure patient and clinical data, medical device security, ransomware defense, and HIPAA compliance](https://www.paloaltonetworks.com/industry/healthcare?ts=markdown) [![Public Sector icon](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/logos/nav/public-sector-icon-2.svg)
  Public Sector
  Secure with Zero Trust, cyber defense, compliance, infrastructure protection, and citizen data security](https://www.paloaltonetworks.com/industry/public-sector?ts=markdown) [![Utilities icon](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/logos/nav/utilities-icon-2.svg)
  Utilities
  Secure with power grid protection, OT network security, ransomware defense, and critical infrastructure security](https://www.paloaltonetworks.com/industry/electric-utilities?ts=markdown)  
  [![Transportation icon](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/logos/nav/transportation-icon-2.svg)  
  Transportation
  Secure OT and connected infrastructure protection, ransomware defense, supply chain security, compliance](https://www.paloaltonetworks.com/industry/transportation-security?ts=markdown) [![Small and Medium Business icon](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/logos/nav/smb-icon-2.svg)
  Small and Medium Business
  Secure against cyber threats using AI-powered endpoint, network, browser, cloud, and MDR](https://www.paloaltonetworks.com/industry/small-medium-business-portfolio?ts=markdown)

* Partners  
  Partners  
  NextWave
  
  * [Partner Program](https://www.paloaltonetworks.com/partners/nextwave-partner-portal?ts=markdown)
  * [Become a Partner](https://paloaltonetworks.my.site.com/NextWavePartnerProgram/s/partnerregistration?type=becomepartner)
  * [Request Partner Portal Access](https://paloaltonetworks.my.site.com/NextWavePartnerProgram/s/partnerregistration?type=requestaccess)
  * [Partner Portal Login](https://www.paloaltonetworks.com/partners/nextwave-partner-portal?ts=markdown)
  * [Find a Partner](https://paloaltonetworks.my.site.com/NextWavePartnerProgram/s/partnerlocator)  
    Partner Ecosystem  
    [Explore All Partners
    Find the right partner network tailored to your business needs, cloud environments, and security requirements](https://www.paloaltonetworks.com/partners?ts=markdown) [Cloud Service Partners
    Bring cloud native security and compliance to the entire development lifecycle](https://www.paloaltonetworks.com/partners/nextwave-for-csp?ts=markdown) [Frontier AI Alliance
    Outpace today's cyberattacks through a global ecosystem of leaders orchestrating unified defenses](https://www.paloaltonetworks.com/frontier?ts=markdown) [Global System Integrators
    Speed and secure digital transformation with the industry's best technology, people and intelligence](https://www.paloaltonetworks.com/partners/nextwave-for-gsi?ts=markdown)  
    [Managed Security Service Providers
    Gain valuable resource oversight to help your businesses administer security strategies](https://www.paloaltonetworks.com/partners/managed-security-service-providers?ts=markdown) [Resellers
    Deliver the most comprehensive cybersecurity portfolio while expanding opportunities and profitability](https://www.paloaltonetworks.com/partners/resellers?ts=markdown) [Service Providers
    Protect mobile users, devices and applications with effective, flexible and easy to deploy cybersecurity](https://www.paloaltonetworks.com/partners/service-providers?ts=markdown) [Technology Partners
    Advance security and transformation with innovative technology partner integrations](https://www.paloaltonetworks.com/partners/technology-partners?ts=markdown)

* Resources  
  Resources  
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  Learn
  
  * [Resource Library](https://www.paloaltonetworks.com/resources?ts=markdown)
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  * [Unit 42 Threat Research](https://unit42.paloaltonetworks.com/)
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  [AI Workload Observability](#page-top)  
  open  
  [AI Workload Observability](#page-top)  
  [Challenges](#challenges)  
  [Solutions](#solutions)  
  [Key capabilities](#key-capabilities)  
  [Benefits](#benefits)  
  [FAQs](#FAQs)  
  [Request demo](#request-demo-modal)

# Observability for Demanding AI Workloads

Automate root cause analysis, sustain extreme telemetry scale, and control spend

* [Request demo](#request-demo-modal)  
  {#challenges} Challenges

## Operational Bottlenecks of Production AI Systems

Operating AI at scale creates operational friction and blind spots that threaten performance, reliability, and spend predictability.  
Slow Root Cause Analysis Across Complex Stacks  
![](https://www.paloaltonetworks.com/content/dam/pan/en_US/microsite/forrester-tei-study-prisma-cloud-2021/Icon_library_Time.svg)

### Slow Root Cause Analysis Across Complex Stacks

Isolating whether bottlenecks stem from app code, orchestration layers, or GPU clusters requires manual correlation across fragmented systems.  
Legacy Observability Buckles Under AI Scale  
![](https://www.paloaltonetworks.com/content/dam/pan/en_US/icons/svgs/Icon_library_Incident%20response.svg)

### Legacy Observability Buckles Under AI Scale

High-throughput AI workloads create massive telemetry spikes. Legacy tools choke, causing query lag, frozen dashboards, and critical blind spots  
High-Cardinality Telemetry and Volume Overload  
![High-Cardinality Telemetry and Volume Overload](https://www.paloaltonetworks.com/content/dam/pan/en_US/icons/svgs/Icon_library_Telemetry.svg)

### High-Cardinality Telemetry and Volume Overload

High-throughput AI apps generate high-volume, high-cardinality telemetry. Paying for low-value noise drives overages that erode margins.  
{#solutions} Solutions

## Extreme Scale Performance with Predictable Spend Control

Automate root cause analysis across complex stacks, sustain extreme telemetry scale, and keep observability spend predictable.

## Automated Investigations Across the AI Stack

Investigations responds autonomously when system alerts trigger, delivering evidence-backed root cause analysis to help teams resolve incidents fast.  
[Learn more](https://www.paloaltonetworks.com/cortex/xcor/ai-driven-observability?ts=markdown)

## Sustain Extreme Scale with Low Latency

Process high-throughput AI workloads with a data engine proven to sustain over 3 billion data points per second with millisecond query latency.  
[Learn more](https://www.paloaltonetworks.com/cortex/xcor/reliability-and-scalability?ts=markdown)

## Eliminate Telemetry Waste

Control observability spend with the Optimization Engine. Filter low-value data in real time, reducing volumes by 89% on average.  
[Learn more](https://www.paloaltonetworks.com/cortex/xcor/cost-management-and-optimization?ts=markdown)  
{#key-capabilities} Key capabilities

## Purpose-Built Capabilities for AI Workloads

From automated triage to real-time telemetry shaping, Cortex^®^ XCOR™ provides the visibility, scale and control needed for demanding AI workloads.  
Automate Root Cause Analysis for AI Workloads  
![Automate Root Cause Analysis for AI Workloads](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/idira/diagrams/agentic-icon.svg)

### Automate Root Cause Analysis for AI Workloads

Automate incident triage when alerts fire. AI Investigations evaluates topology, telemetry, and saved context to isolate root causes fast.  
AI-Guided Operations Driven by Chat  
![](https://www.paloaltonetworks.com/content/dam/pan/en_US/includes/igw/predictions-page/acc-secops.svg)

### AI-Guided Operations Driven by Chat

Replace static dashboards with conversational AI. Operator understands requests and directs specialized agents to execute complex operational workflows.  
Real-Time Ingestion Spend Governance  
![](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/xcor/ai-workload-observability/icon-decrease.svg)

### Real-Time Ingestion Spend Governance

Filter low-value noise at ingestion with the Optimization Engine, helping teams achieve an average 89% reduction in telemetry volume.  
Enforce Capacity Guardrails \& Budgets  
![Enforce Capacity Guardrails \& Budgets](https://www.paloaltonetworks.com/content/dam/pan/en_US/icons/svgs/Icon_library_Pooling.svg)

### Enforce Capacity Guardrails \& Budgets

Allocate telemetry capacity via credit pools. Consumption Budgets trigger Optimization Engine rules automatically before capacity limits are breached.  
Deep Infrastructure and GPU Visibility  
![Deep Infrastructure and GPU Visibility](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/prisma/container-network-security-with-prisma-airs/icon-complete-visibility.svg)

### Deep Infrastructure and GPU Visibility

Track VRAM utilization, compute allocations, and I/O bottlenecks across GPU clusters to prevent compute stalls and maximize throughput.  
Sustain Extreme Scale with Low Latency  
![Sustain Extreme Scale with Low Latency](https://www.paloaltonetworks.com/content/dam/pan/en_US/icons/svgs/Icon_library_Management%20at%20scale.svg)

### Sustain Extreme Scale with Low Latency

Process high-throughput AI workloads with a data engine proven to sustain over 3 billion data points per second with millisecond query latency.  
![A 3X Leader in Observability thumbnail](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/cortex/xcor/cortex_gartner_mq_observability_2_250x250.jpg)  
ANALYST RECOGNITION

### A 3X Leader in Observability

2026 Gartner^®^ Magic Quadrant^™^ for Observability Platforms  
[Download the report](https://www.paloaltonetworks.com/cortex/xcor/gartner-mq-observability?ts=markdown)  
{#benefits} Benefits

## Scale Production AI Systems with Confidence

Drive high system availability, maximize GPU utilization, and eliminate telemetry waste with observability built for high-throughput AI workloads.  
Compress MTTR  
![Compress MTTR](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/xcor/ai-workload-observability/07-icons-1.svg)

### Compress MTTR

Automate incident response with Investigations to isolate root causes and accelerate remediation.  
Maximize GPU Compute Throughput  
![Maximize GPU Compute Throughput](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/xcor/ai-workload-observability/07-icons-2.svg)

### Maximize GPU Compute Throughput

Isolate hardware bottlenecks and idle compute stalls. Monitor VRAM to keep GPU pipelines running fast.  
Sustain Extreme AI Scale  
![Sustain Extreme AI Scale](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/xcor/ai-workload-observability/07-icons-3.svg)

### Sustain Extreme AI Scale

Process over 3B data points per second with millisecond query speed across massive GPU clusters.  
Enforce Long-Term Cost Control  
![Enforce Long-Term Cost Control](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/xcor/ai-workload-observability/07-icons-4.svg)

### Enforce Long-Term Cost Control

Eliminate telemetry waste before storage fees accrue to cut data spend by an average 89%.  
{#FAQs}

## Frequently Asked Questions

How does AI Investigations automate root cause analysis during incidents?  
When an alert triggers, Investigations launches automatically and reasons over Cortex XCOR's Operational Fabric---combining system topology, custom and standard telemetry, and operational knowledge---to deliver evidence-based root cause analysis to compress MTTR.  
How does Cortex XCOR trace requests across microservices supporting AI workloads?  
Cortex XCOR uses OpenTelemetry distributed tracing to map request flows across the microservices backing your AI stack. SREs isolate latency spikes and failures across high-throughput workloads, correlating service calls directly with GPU and host metrics without proprietary agents.  
What telemetry ingestion scale and SLA reliability does Cortex XCOR support?  
Cortex XCOR is proven to sustain extreme-scale workloads exceeding 3 billion data points per second with millisecond query latency. The platform provides a 99.9% SLA and has historically maintained \>99.99% uptime for high-throughput AI environments.  
How does Cortex XCOR control telemetry spend for AI workloads?  
The Cortex XCOR Optimization Engine applies fine-grained Optimization Rules directly at ingestion before storage fees accrue. By filtering out low value telemetry data, organizations reduce telemetry volumes by 89% on average while preserving high-cardinality detail.  
Can we integrate custom model evaluations and quality scorers into Cortex XCOR?  
Yes. Cortex XCOR supports a Bring Your Own Evals framework. While engineering teams maintain their specialized evaluation models and quality scoring pipelines, Cortex XCOR ingests and correlates those evaluation outputs alongside full-stack system metrics, traces, and infrastructure logs.  
close

## Cortex XCOR in Action

See how Cortex XCOR optimizes observability at enterprise scale.  
Cut data noise and slash incident resolution times without slowing your engineers down.  
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