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Kong AI Gateway - Kong Gateway - v3.8.x | Kong Docs

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href="/gateway/changelog/"> Release Notes </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-1-5-breaking-changes-subtree"> Breaking Changes <button class="sidebar-tree-toggle" aria-label="toggle Breaking Changes subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-1-5-breaking-changes-subtree" role="group" aria-label="Breaking Changes"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/breaking-changes/"> Kong Gateway 3.8.x </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/breaking-changes/37x/"> Kong Gateway 3.7.x </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" 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class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/breaking-changes/31x/"> Kong Gateway 3.1.x </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/breaking-changes/30x/"> Kong Gateway 3.0.x </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/breaking-changes/28x/"> Kong Gateway 2.8.x or earlier </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-1-6-key-concepts-subtree"> Key Concepts <button class="sidebar-tree-toggle" aria-label="toggle Key Concepts subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-1-6-key-concepts-subtree" role="group" aria-label="Key Concepts"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/key-concepts/services/"> Services </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/key-concepts/routes/"> Routes </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/key-concepts/consumers/"> Consumers </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/key-concepts/upstreams/"> Upstreams </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/key-concepts/plugins/"> Plugins </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/key-concepts/consumer-groups/"> Consumer Groups </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-1-7-how-kong-works-subtree"> How Kong Works <button class="sidebar-tree-toggle" aria-label="toggle How Kong Works subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-1-7-how-kong-works-subtree" role="group" aria-label="How Kong Works"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/how-kong-works/routing-traffic/"> Routing Traffic </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/how-kong-works/load-balancing/"> Load Balancing </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/how-kong-works/health-checks/"> Health Checks and Circuit Breakers </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/glossary/"> Glossary </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-2-get-started-with-kong-subtree"> <img src="/assets/images/icons/documentation/icn-learning.svg" alt=""> Get Started with Kong <button class="sidebar-tree-toggle" aria-label="toggle Get Started with Kong subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-2-get-started-with-kong-subtree" role="group" aria-label="Get Started with Kong"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/get-started/"> Get Kong </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/get-started/services-and-routes/"> Services and Routes </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/get-started/rate-limiting/"> Rate Limiting </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/get-started/proxy-caching/"> Proxy Caching </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/get-started/key-authentication/"> Key Authentication </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/get-started/load-balancing/"> Load-Balancing </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-3-install-kong-subtree"> <img src="/assets/images/icons/documentation/icn-deployment-color.svg" alt=""> Install Kong <button class="sidebar-tree-toggle" aria-label="toggle Install Kong subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-3-install-kong-subtree" role="group" aria-label="Install Kong"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/install/"> Overview </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-3-2-kubernetes-subtree"> Kubernetes <button class="sidebar-tree-toggle" aria-label="toggle Kubernetes subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-3-2-kubernetes-subtree" role="group" aria-label="Kubernetes"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/install/kubernetes/"> Overview </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/install/kubernetes/proxy/"> Install Kong Gateway </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/install/kubernetes/admin/"> Configure the Admin API </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/install/kubernetes/manager/"> Install Kong Manager </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-3-3-docker-subtree"> Docker <button class="sidebar-tree-toggle" aria-label="toggle Docker subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-3-3-docker-subtree" role="group" aria-label="Docker"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/install/docker/"> Using docker run </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/install/docker/build-custom-images/"> Build your own Docker images </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-3-4-linux-subtree"> Linux <button class="sidebar-tree-toggle" aria-label="toggle Linux subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-3-4-linux-subtree" role="group" aria-label="Linux"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/install/linux/amazon-linux/"> Amazon Linux </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/install/linux/debian/"> Debian </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/install/linux/rhel/"> Red Hat </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/install/linux/ubuntu/"> Ubuntu </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-3-5-post-installation-subtree"> Post-installation <button class="sidebar-tree-toggle" aria-label="toggle Post-installation subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-3-5-post-installation-subtree" role="group" aria-label="Post-installation"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/install/post-install/set-up-data-store/"> Set up a data store </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/install/post-install/enterprise-license/"> Apply Enterprise license </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/install/post-install/kong-manager/"> Enable Kong Manager </a> </span> </li> </ul> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-4-kong-in-production-subtree"> <img src="/assets/images/icons/documentation/icn-deployment-color.svg" alt=""> Kong in Production <button class="sidebar-tree-toggle" aria-label="toggle Kong in Production subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-4-kong-in-production-subtree" role="group" aria-label="Kong in Production"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-4-1-deployment-topologies-subtree"> Deployment Topologies <button class="sidebar-tree-toggle" aria-label="toggle Deployment Topologies subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-4-1-deployment-topologies-subtree" role="group" aria-label="Deployment Topologies"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/deployment-topologies/"> Overview </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-4-1-2-hybrid-mode-subtree"> Hybrid Mode <button class="sidebar-tree-toggle" aria-label="toggle Hybrid Mode subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-4-1-2-hybrid-mode-subtree" role="group" aria-label="Hybrid Mode"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/deployment-topologies/hybrid-mode/"> Overview </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/deployment-topologies/hybrid-mode/setup/"> Deploy Kong Gateway in Hybrid mode </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/deployment-topologies/db-less-and-declarative-config/"> DB-less Deployment </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/deployment-topologies/traditional/"> Traditional </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-4-2-running-kong-subtree"> Running Kong <button class="sidebar-tree-toggle" aria-label="toggle Running Kong subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-4-2-running-kong-subtree" role="group" aria-label="Running Kong"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/running-kong/kong-user/"> Running Kong as a non-root user </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/running-kong/secure-admin-api/"> Securing the Admin API </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/running-kong/systemd/"> Using systemd </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-4-3-access-control-subtree"> Access Control <button class="sidebar-tree-toggle" aria-label="toggle Access Control subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-4-3-access-control-subtree" role="group" aria-label="Access Control"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/access-control/start-securely/"> Start Kong Gateway Securely </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/access-control/register-admin-api/"> Programatically Creating Admins </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/access-control/enable-rbac/"> Enabling RBAC </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-4-4-licenses-subtree"> Licenses <button class="sidebar-tree-toggle" aria-label="toggle Licenses subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-4-4-licenses-subtree" role="group" aria-label="Licenses"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/licenses/"> Overview </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/licenses/download/"> Download your License </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/licenses/deploy/"> Deploy Enterprise License </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/licenses/examples/"> Using the License API </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/licenses/report/"> Monitor Licenses Usage </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-4-5-networking-subtree"> Networking <button class="sidebar-tree-toggle" aria-label="toggle Networking subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-4-5-networking-subtree" role="group" aria-label="Networking"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/networking/default-ports/"> Default Ports </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/networking/dns-considerations/"> DNS Considerations </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/networking/firewall/"> Network and Firewall </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/networking/cp-dp-proxy/"> CP/DP Communication through a Forward Proxy </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-4-5-5-postgresql-tls-subtree"> PostgreSQL TLS <button class="sidebar-tree-toggle" aria-label="toggle PostgreSQL TLS subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-4-5-5-postgresql-tls-subtree" role="group" aria-label="PostgreSQL TLS"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/networking/configure-postgres-tls/"> Configure PostgreSQL TLS </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/networking/troubleshoot-postgres-tls/"> Troubleshooting PostgreSQL TLS </a> </span> </li> </ul> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/kong-conf/"> Kong Configuration File </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/environment-variables/"> Environment Variables </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/website-api-serving/"> Serving a Website and APIs from Kong </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-4-9-monitoring-subtree"> Monitoring <button class="sidebar-tree-toggle" aria-label="toggle Monitoring subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-4-9-monitoring-subtree" role="group" aria-label="Monitoring"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/monitoring/"> Overview </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/monitoring/prometheus/"> Prometheus </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/monitoring/statsd/"> StatsD </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/monitoring/datadog/"> Datadog </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/monitoring/healthcheck-probes/"> Health Check Probes </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/monitoring/ai-metrics/"> Expose and graph AI Metrics </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-4-10-tracing-subtree"> Tracing <button class="sidebar-tree-toggle" aria-label="toggle Tracing subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-4-10-tracing-subtree" role="group" aria-label="Tracing"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/tracing/"> Overview </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/tracing/write-custom-trace-exporter/"> Writing a Custom Trace Exporter </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/tracing/api/"> Tracing API Reference </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/sizing-guidelines/"> Resource Sizing Guidelines </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/security-update-process/"> Security Update Process </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/blue-green/"> Blue-Green Deployments </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/canary/"> Canary Deployments </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/clustering/"> Clustering Reference </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-4-16-performance-subtree"> Performance <button class="sidebar-tree-toggle" aria-label="toggle Performance subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-4-16-performance-subtree" role="group" aria-label="Performance"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/performance/performance-testing/"> Performance Testing Benchmarks </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/performance/benchmark/"> Establish a Performance Benchmark </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/performance/brotli/"> Improve performance with Brotli compression </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-4-17-logging-and-debugging-subtree"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/logging/"> Logging and Debugging </a> <button class="sidebar-tree-toggle" aria-label="toggle Logging and Debugging subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-4-17-logging-and-debugging-subtree" role="group" aria-label="Logging and Debugging"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/logging/log-reference/"> Log Reference </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/logging/update-log-level-dynamically/"> Dynamic log level updates </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/logging/customize-gateway-logs/"> Customize Gateway Logs </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/debug-request/"> Debug Requests </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/logging/ai-analytics/"> AI Gateway Analytics </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/production/configuring-a-grpc-service/"> Configure a gRPC service </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/key-concepts/routes/expressions/"> Use the Expressions Router </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-4-20-upgrade-and-migration-subtree"> Upgrade and Migration <button class="sidebar-tree-toggle" aria-label="toggle Upgrade and Migration subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-4-20-upgrade-and-migration-subtree" role="group" aria-label="Upgrade and Migration"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/upgrade/"> Upgrading Kong Gateway 3.x.x </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/upgrade/backup-and-restore/"> Backup and Restore </a> 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href="/gateway/3.8.x/upgrade/blue-green/"> Blue-Green Upgrade </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/upgrade/rolling-upgrade/"> Rolling Upgrade </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/upgrade/lts-upgrade/"> Upgrade from 2.8 LTS to 3.4 LTS </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/migrate-ce-to-ke/"> Migrate from OSS to Enterprise </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/migrate-cassandra-to-postgres/"> Migration Guidelines Cassandra to PostgreSQL </a> </span> </li> <li class="sidebar-item" 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href="/gateway/3.8.x/kong-enterprise/secrets-management/backends/"> Overview </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-enterprise/secrets-management/backends/env/"> Environment Variables </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-enterprise/secrets-management/backends/aws-sm/"> AWS Secrets Manager </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-enterprise/secrets-management/backends/azure-key-vaults/"> Azure Key Vaults </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-enterprise/secrets-management/backends/gcp-sm/"> Google Cloud Secret Manager </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-enterprise/secrets-management/backends/hashicorp-vault/"> HashiCorp Vault </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-5-2-6-how-to-subtree"> How-To <button class="sidebar-tree-toggle" aria-label="toggle How-To subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-5-2-6-how-to-subtree" role="group" aria-label="How-To"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-enterprise/secrets-management/how-to/aws-secrets-manager/"> Securing the Database with AWS Secrets Manager </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-enterprise/secrets-management/reference-format/"> Reference Format </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-5-3-dynamic-plugin-ordering-subtree"> Dynamic Plugin Ordering <button class="sidebar-tree-toggle" aria-label="toggle Dynamic Plugin Ordering subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-5-3-dynamic-plugin-ordering-subtree" role="group" aria-label="Dynamic Plugin Ordering"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-enterprise/plugin-ordering/"> Overview </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-enterprise/plugin-ordering/get-started/"> Get Started with Dynamic Plugin Ordering </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-enterprise/audit-log/"> Audit Logging </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-enterprise/db-encryption/"> Keyring and Data Encryption </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-enterprise/workspaces/"> Workspaces </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-enterprise/consumer-groups/"> Consumer Groups </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-enterprise/event-hooks/"> Event Hooks </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-enterprise/cp-outage-handling/"> Configure Data Plane Resilience </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-enterprise/cp-outage-handling-faq/"> About Control Plane Outage Management </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-5-11-fips-140-2-subtree"> FIPS 140-2 <button class="sidebar-tree-toggle" aria-label="toggle FIPS 140-2 subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-5-11-fips-140-2-subtree" role="group" aria-label="FIPS 140-2"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-enterprise/fips-support/"> Overview </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-enterprise/fips-support/install/"> Install the FIPS Compliant Package </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-enterprise/fips-support/plugins/"> FIPS 140-2 Compliant Plugins </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-enterprise/aws-iam-auth-to-rds-database/"> Authenticate your Kong Gateway Amazon RDS database with AWS IAM </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-enterprise/signed-images/"> Verify Signatures for Signed Kong Images </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-enterprise/provenance-verification/"> Verify Build Provenance for Signed Kong Images </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-6-kong-ai-gateway-subtree"> <img src="/assets/images/icons/documentation/icn-ai.svg" alt=""> Kong AI Gateway <button class="sidebar-tree-toggle" aria-label="toggle Kong AI Gateway subtree" tabindex="-1"> <i class="fa 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class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/hub/kong-inc/ai-proxy/how-to/llm-provider-integration-guides/mistral/"> Mistral </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/hub/kong-inc/ai-proxy/how-to/llm-provider-integration-guides/llama2/"> Llama2 </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/hub/kong-inc/ai-proxy/how-to/llm-provider-integration-guides/gemini/"> Vertex/Gemini </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/hub/kong-inc/ai-proxy/how-to/llm-provider-integration-guides/bedrock/"> Amazon Bedrock </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/ai-gateway/ai-analytics/"> AI Gateway Analytics </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/ai-gateway/metrics/"> Expose and graph AI Metrics </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/hub/kong-inc/ai-proxy-advanced/#load-balancing/"> AI Gateway Load Balancing </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/hub/?category=ai/"> AI Gateway plugins </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-7-kong-manager-subtree"> <img src="/assets/images/icons/documentation/icn-manager-color.svg" alt=""> Kong Manager <button class="sidebar-tree-toggle" aria-label="toggle Kong Manager subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-7-kong-manager-subtree" role="group" aria-label="Kong Manager"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-manager/"> Overview </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-manager/enable/"> Enable Kong Manager </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-7-3-get-started-with-kong-manager-subtree"> Get Started with Kong Manager <button class="sidebar-tree-toggle" aria-label="toggle Get Started with Kong Manager subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-7-3-get-started-with-kong-manager-subtree" role="group" aria-label="Get Started with Kong Manager"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-manager/get-started/services-and-routes/"> Services and Routes </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-manager/get-started/rate-limiting/"> Rate Limiting </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-manager/get-started/proxy-caching/"> Proxy Caching </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-manager/get-started/consumers/"> Authentication with Consumers </a> </span> </li> 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<a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-manager/auth/super-admin/"> Create a Super Admin </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-manager/auth/workspaces-and-teams/"> Workspaces and Teams </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-manager/auth/reset-password/"> Reset Passwords and RBAC Tokens </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-manager/auth/basic/"> Basic Auth </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-7-4-6-ldap-subtree"> LDAP <button class="sidebar-tree-toggle" aria-label="toggle LDAP subtree" 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role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-manager/auth/oidc/configure/"> Configure OIDC </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-manager/auth/oidc/mapping/"> OIDC Authenticated Group Mapping </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-manager/auth/oidc/migrate/"> Migrate from previous configurations </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-manager/auth/sessions/"> Sessions </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-7-4-9-rbac-subtree"> RBAC <button class="sidebar-tree-toggle" aria-label="toggle RBAC subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-7-4-9-rbac-subtree" role="group" aria-label="RBAC"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-manager/auth/rbac/"> Overview </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-manager/auth/rbac/enable/"> Enable RBAC </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-manager/auth/rbac/add-role/"> Add a Role and Permissions </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-manager/auth/rbac/add-user/"> Create a User </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-manager/auth/rbac/add-admin/"> Create an Admin </a> </span> </li> </ul> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-manager/networking/"> Networking Configuration </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-manager/workspaces/"> Workspaces </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/kong-manager/consumer-groups/"> Create Consumer Groups </a> </span> </li> <li class="sidebar-item" role="none"> <span 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class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/"> Overview </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-8-2-getting-started-subtree"> Getting Started <button class="sidebar-tree-toggle" aria-label="toggle Getting Started subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-8-2-getting-started-subtree" role="group" aria-label="Getting Started"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/get-started/"> Introduction </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/get-started/setup/"> Set up the Plugin Project </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/get-started/testing/"> Add Plugin Testing </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/get-started/config/"> Add Plugin Configuration </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/get-started/http/"> Consume External Services </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/get-started/deploy/"> Deploy Plugins </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/file-structure/"> File Structure </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/custom-logic/"> Implementing Custom Logic </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/configuration/"> Plugin Configuration </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/access-the-datastore/"> Accessing the Data Store </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/custom-entities/"> Storing Custom Entities </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/entities-cache/"> Caching Custom Entities </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/admin-api/"> Extending the Admin API </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/tests/"> Writing Tests </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/distribution/"> Installation and Distribution </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-8-12-proxy-wasm-filters-subtree"> Proxy-Wasm Filters <button class="sidebar-tree-toggle" aria-label="toggle Proxy-Wasm Filters subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-8-12-proxy-wasm-filters-subtree" role="group" aria-label="Proxy-Wasm Filters"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/wasm/filter-development-guide/"> Create a Proxy-Wasm Filter </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/wasm/filter-configuration/"> Proxy-Wasm Filter Configuration </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-8-13-plugin-development-kit-subtree"> Plugin Development Kit <button class="sidebar-tree-toggle" aria-label="toggle Plugin Development Kit subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-8-13-plugin-development-kit-subtree" role="group" aria-label="Plugin Development Kit"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pdk/"> Overview </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pdk/kong.client/"> kong.client </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pdk/kong.client.tls/"> kong.client.tls </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pdk/kong.cluster/"> kong.cluster </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pdk/kong.ctx/"> kong.ctx </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pdk/kong.ip/"> kong.ip </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pdk/kong.jwe/"> kong.jwe </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pdk/kong.log/"> kong.log </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pdk/kong.nginx/"> kong.nginx </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pdk/kong.node/"> kong.node </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pdk/kong.plugin/"> kong.plugin </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pdk/kong.request/"> kong.request </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pdk/kong.response/"> kong.response </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pdk/kong.router/"> kong.router </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pdk/kong.service/"> kong.service </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pdk/kong.service.request/"> kong.service.request </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pdk/kong.service.response/"> kong.service.response </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pdk/kong.table/"> kong.table </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pdk/kong.telemetry.log/"> kong.telemetry.log </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pdk/kong.tracing/"> kong.tracing </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pdk/kong.vault/"> kong.vault </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pdk/kong.websocket.client/"> kong.websocket.client </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pdk/kong.websocket.upstream/"> kong.websocket.upstream </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-8-14-plugins-in-other-languages-subtree"> Plugins in Other Languages <button class="sidebar-tree-toggle" aria-label="toggle Plugins in Other Languages subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-8-14-plugins-in-other-languages-subtree" role="group" aria-label="Plugins in Other Languages"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pluginserver/go/"> Go </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pluginserver/javascript/"> Javascript </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pluginserver/python/"> Python </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pluginserver/plugins-kubernetes/"> Running Plugins in Containers </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/plugin-development/pluginserver/performance/"> External Plugin Performance </a> </span> </li> </ul> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-9-kong-plugins-subtree"> <img 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tabindex="-1" href="/gateway/api/status/v1/" target="_blank"> Status API </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/api/admin-oss/latest/" target="_blank"> Open Source API </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-11-reference-subtree"> <img src="/assets/images/icons/documentation/icn-references-color.svg" alt=""> Reference <button class="sidebar-tree-toggle" aria-label="toggle Reference subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-11-reference-subtree" role="group" aria-label="Reference"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/reference/configuration/"> kong.conf </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/reference/nginx-directives/"> Injecting Nginx Directives </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/reference/cli/"> CLI </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/reference/key-management/"> Key Management </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label" aria-expanded="false" aria-owns="id-11-5-the-expressions-language-subtree"> The Expressions Language <button class="sidebar-tree-toggle" aria-label="toggle The Expressions Language subtree" tabindex="-1"> <i class="fa fa-chevron-down"></i> </button> </span> <ul class="items" id="id-11-5-the-expressions-language-subtree" role="group" aria-label="The Expressions Language"> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/reference/expressions-language/"> Overview </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/reference/expressions-language/language-references/"> Language References </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/reference/expressions-language/performance/"> Performance Optimizations </a> </span> </li> </ul> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/reference/rate-limiting/"> Rate Limiting Library </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/reference/wasm/"> WebAssembly </a> </span> </li> <li class="sidebar-item" role="none"> <span role="treeitem" class="sidebar-label"> <a class="sidebar-link" tabindex="-1" href="/gateway/3.8.x/reference/faq/"> FAQ </a> </span> </li> </ul> </li> </ul> </aside> <aside class="docs-toc"> <i class="fa fa-times close-sidebar"></i> <i class="fa fa-chevron-right collapse-toc"></i> <i class="far fa-list-alt expand-toc"></i> <div id="oss-ee-toggle" data-current="Enterprise" style="display: none"> <span class="oss-ee-toggle-inner"> <img src="/assets/images/icons/icn-enterprise-black.svg" alt="enterprise-switcher-icon"> <span>Switch to <span id="switch-to-version">OSS</span></span> </span> </div> <div class="docs-toc-title"> <img src="/assets/images/icons/hub-layout/icn-on-this-page.svg" alt="On this page"><a href="#">On this page</a> </div> <ul> <li><a href="#how-to-get-started" class="active scroll-to">How to get started</a></li> <li><a href="#what-is-the-kong-ai-gateway" class="scroll-to">What is the Kong AI Gateway?</a></li> <li> <a href="#ai-gateway-capabilities" class="scroll-to">AI Gateway capabilities</a> <ul> <li><a href="#ai-provider-proxy" class="scroll-to">AI Provider Proxy</a></li> <li><a href="#ai-usage-governance" class="scroll-to">AI usage governance</a></li> <li><a href="#ai-observability" class="scroll-to">AI observability</a></li> </ul> </li> <li><a href="#quickstart-script" class="scroll-to">Quickstart script</a></li> </ul> </aside> <div class="page-content-container page-content-container-doc v2 " id="documentation"> <div class="toggles "> <i class="far fa-list-alt toc-sidebar-toggle"></i> </div> <div class="page-content"> <div class="content show-anchor-links"> <h1 tabindex="-1" id="main" class="page-content-title">Kong AI Gateway </h1> <p>Kong AI Gateway is a powerful set of features built on top of <a href="/gateway/latest/">Kong Gateway</a>, designed to help developers and organizations effectively adopt AI capabilities quickly and securely.</p> <h2 id="how-to-get-started">How to get started</h2> <div class="docs-grid-install docs-grid-install__bottom max-3"> <a href="/gateway/3.8.x/get-started/ai-gateway/" class="docs-grid-install-block docs-grid-install-block__bottom"> <img class="install-icon no-image-expand small" src="/assets/images/icons/documentation/icn-flag.svg" alt=""> <div class="install-block-column"> <div class="install-text">Get started</div> <div class="install-description">Get started in just a few minutes</div> </div> </a> <a href="https://konghq.com/products/kong-ai-gateway#videos" class="docs-grid-install-block docs-grid-install-block__bottom no-link-icon" target="_blank" rel="noopener nofollow noreferrer "> <img class="install-icon no-image-expand small" src="/assets/images/icons/documentation/icn-learning.svg" alt=""> <div class="install-block-column"> <div class="install-text">Videos</div> <div class="install-description">Watch video tutorials</div> </div> </a> <a href="/hub/?category=ai" class="docs-grid-install-block docs-grid-install-block__bottom"> <img class="install-icon no-image-expand small" src="/assets/images/icons/documentation/icn-api-plugins-color.svg" alt=""> <div class="install-block-column"> <div class="install-text">AI Plugins</div> <div class="install-description">Check out the AI plugins on the Kong Plugin Hub</div> </div> </a> </div> <h2 id="what-is-the-kong-ai-gateway">What is the Kong AI Gateway?</h2> <p>With the rapid emergence of multiple AI LLM providers (including open source and self-hosted models), the AI technology landscape is fragmented and lacking in standards and controls. This significantly complicates how developers and organizations use and govern AI services. Kong Gateway’s broad API management capabilities and plugin extensibility model make it well suited to provide AI-specific API management and governance services.</p> <p>While AI providers don’t conform to a standard API specification, the AI Gateway provides a normalized API layer allowing clients to consume multiple AI services from the same client code base. The AI Gateway provides additional capabilities for credential management, AI usage observability, governance, and tuning through prompt engineering. Developers can use no-code AI Plugins to enrich existing API traffic, easily enhancing their existing application functionality.</p> <p>You can enable the AI Gateway features through a set of modern and specialized plugins, using the same model you use for any other Kong Gateway plugin. When deployed alongside existing <a href="/hub/?category=ai">Kong Gateway plugins</a>, Kong Gateway users can quickly assemble a sophisticated AI management platform without custom code or deploying new and unfamiliar tools.</p> <p><img src="/assets/images/products/gateway/getting-started-guide/ai-gateway.png" alt="AI Gateway"></p> <h2 id="ai-gateway-capabilities">AI Gateway capabilities</h2> <p>The following describes the broad capabilities of the AI Gateway. More details can be found in the AI Gateway plugins found in the Kong <a href="/hub/?category=ai">Plugin Hub</a>.</p> <h3 id="ai-provider-proxy">AI Provider Proxy</h3> <p>The core of the AI Gateway is the ability to route AI requests to various providers exposed via a provider-agnostic API. This normalized API layer affords developers and organizations multiple benefits:</p> <ul> <li>Client applications are shielded from AI provider API specifics, promoting code reusability</li> <li>Centralized AI provider credential management</li> <li>The AI Gateway gives the developers and organizations a central point of governance and observability over AI data and usage</li> <li>Request routing can be dynamic, allowing AI usage to be optimized based on various metrics: cost, usage, response accuracy, and so on.</li> <li>AI services can be used by other Kong Gateway plugins to augment non-AI API traffic</li> </ul> <p>This core AI Gateway feature is enabled with the <a href="/hub/kong-inc/ai-proxy/">AI Proxy</a> and <a href="/hub/kong-inc/ai-proxy-advanced/">AI Proxy Advanced</a> plugins. The quickstart script referenced above uses the basic AI Proxy plugin. For load balancing and semantic routing capabilities, check out the AI Proxy Advanced plugin instead.</p> <p>The AI Proxy supports two types of LLM requests:</p> <ul> <li> <em>Completion</em>: A type of request where the AI system is asked to generate a textual output based on a single prompt. Completions are configured using the configuration key <code class="language-plaintext highlighter-rouge">route_type</code> and a value of <code class="language-plaintext highlighter-rouge">llm/v1/completions</code>.</li> <li> <em>Chat</em>: A type of request that is part of a conversational AI interface. In a <code class="language-plaintext highlighter-rouge">chat</code> request, the AI is expected to return a dialog response to user input and the AI system bases its response on the conversational history. Chats are configured using the configuration key <code class="language-plaintext highlighter-rouge">route_type</code> and a value of <code class="language-plaintext highlighter-rouge">llm/v1/chat</code>.</li> </ul> <p>The core proxy behavior supports the following hosted AI providers:</p> <ul> <li><a href="https://openai.com/product" target="_blank" rel="noopener nofollow noreferrer ">OpenAI</a></li> <li><a href="https://docs.cohere.com/reference/about" target="_blank" rel="noopener nofollow noreferrer ">Cohere</a></li> <li><a href="https://learn.microsoft.com/en-us/azure/ai-services/openai/reference" target="_blank" rel="noopener nofollow noreferrer ">Azure</a></li> <li><a href="https://www.anthropic.com/" target="_blank" rel="noopener nofollow noreferrer ">Anthropic</a></li> </ul> <p>In addition to the hosted AI providers, self hosted models are supported as well. An example tool that allows the running of local models is <a href="https://ollama.ai/" target="_blank" rel="noopener nofollow noreferrer ">Ollama</a>. The following local models are supported:</p> <ul> <li><a href="https://mistral.ai/" target="_blank" rel="noopener nofollow noreferrer ">Mistral</a></li> <li><a href="https://llama.meta.com/" target="_blank" rel="noopener nofollow noreferrer ">Llama2</a></li> </ul> <p>See the <a href="/hub/kong-inc/ai-proxy/configuration/">AI Proxy plugin configuration</a> for details on modifying the proxy behavior.</p> <h3 id="ai-usage-governance">AI usage governance</h3> <p>With the growing adoption of AI technologies, developers and their organizations are exposed to a set of new risk vectors. In particular, the risk of having sensitive data leaked to AI Providers, exposing organizations and their customers to data breaches and other security risks.</p> <p>Kong’s AI Gateway provides additional plugins to aid the developers in controlling AI data and usage. These plugins are used in combination with the AI Proxy plugin, allowing you to build secure and specialized AI experiences for your users.</p> <h4 id="data-governance">Data governance</h4> <p>AI Gateway provides the ability to govern outgoing AI prompts via an allow/deny list configuration. Denied prompts result in <code class="language-plaintext highlighter-rouge">4xx</code> HTTP code responses to clients preventing the egress of offending requests.</p> <ul> <li> <p>The <a href="/hub/kong-inc/ai-prompt-guard">AI Prompt Guard</a> plugin allows the configuration of allow/deny lists using regular expressions.</p> </li> <li> <p>The <a href="/hub/kong-inc/ai-semantic-prompt-guard">AI Semantic Prompt Guard</a> plugin allows the configuration of allow/deny lists using semantically similar prompts.</p> </li> </ul> <h4 id="prompt-engineering">Prompt engineering</h4> <p>AI systems are built around prompts, and manipulating those prompts is important for successful adoption of the technologies. Prompt engineering is the methodology of manipulating the linguistic inputs that guide the AI system. The AI Gateway supports a set of plugins that allow you to create a simplified and enhanced experience by setting default prompts or manipulating prompts from clients as they pass through the gateway.</p> <ul> <li> <p>The <a href="/hub/kong-inc/ai-prompt-template">AI Prompt Template</a> plugin enables administrators to provide pre-configured AI prompts to users. These prompts contain variable placeholders in the format <code class="language-plaintext highlighter-rouge">{{variable}}</code> which users fill to adapt the template to their specific needs. This functionality prohibits arbitrary prompt injection by sanitizing string inputs to ensure that JSON control characters are escaped.</p> </li> <li> <p>The <a href="/hub/kong-inc/ai-prompt-decorator">AI Prompt Decorator</a> plugin injects an array of <code class="language-plaintext highlighter-rouge">llm/v1/chat</code> messages at the start or end of a caller’s chat history. This capability allows the caller to create more complex prompts and have more control over how a Large Language Model (LLM) is used when called via Kong Gateway.</p> </li> </ul> <h4 id="request-transformations">Request transformations</h4> <p>Kong’s AI Gateway also allows you to use AI technology to augment other API traffic. One example may be routing API responses through an AI language translation prompt before returning it to the client. Kong’s AI Gateway provides two plugins that can be used in conjunction with other upstream API services to weave AI capabilities into API request processing. These plugins can be configured independently of the AI Proxy plugin.</p> <ul> <li> <p>The <a href="/hub/kong-inc/ai-request-transformer">AI Request Transformer</a> plugin uses a configured LLM service to transform and introspect the consumer’s request body before proxying the request upstream. It extends the function of the AI Proxy plugin and runs after all of the AI Prompt plugins, allowing it to introspect LLM requests against a different LLM. The transformed request is then sent to the backend service. Once the LLM service returns a response, this is set as the upstream’s request body.</p> </li> <li> <p>The <a href="/hub/kong-inc/ai-response-transformer">AI Response Transformer</a> plugin uses a configured LLM service to introspect and transform the HTTP(S) response from upstream before sending it back to the client. This plugin complements the AI Proxy plugin, facilitating introspection of LLM responses against a different LLM. Importantly, it adjusts response headers, response status codes, and the body of the response based on instructions from the LLM. The adjusted response is then sent back to the client.</p> </li> </ul> <h4 class="badge enterprise" id="rate-limiting">Rate limiting</h4> <p>Kong’s AI Gateway also allows you to manage traffic to your LLM API. Kong’s AI Gateway provides the AI Rate Limiting Advanced plugin, which can be used to implement rate limiting on your AI requests traffic.</p> <ul> <li>The <a href="/hub/kong-inc/ai-rate-limiting-advanced">AI Rate Limiting Advanced</a> plugin introspects LLM responses to calculate token cost and enable rate limits for the LLM backend service. When the LLM service returns a response, this is used as a cost to calculate the rate limit. More info on the analytics format can be found in <a href="/gateway/3.8.x/production/logging/ai-analytics">AI Analytics</a>.</li> </ul> <h4 class="badge enterprise" id="content-safety-and-moderation">Content safety and moderation</h4> <p>Kong’s AI Gateway provides mechanisms for moderating content.</p> <ul> <li>The <a href="/hub/kong-inc/ai-azure-content-safety/">Azure Content Safety plugin</a> allows administrators to enforce introspection with the <a href="https://azure.microsoft.com/en-us/products/ai-services/ai-content-safety" target="_blank" rel="noopener nofollow noreferrer ">Azure Content Safety</a> service for all requests handled by the AI Proxy plugin. The plugin enables configurable thresholds for the different moderation categories and you can specify an array set of pre-configured blocklist IDs from your Azure Content Safety instance.</li> </ul> <h4 class="badge enterprise" id="semantic-caching">Semantic caching</h4> <p>Kong’s AI Gateway allows you to configure semantic caching.</p> <ul> <li>The <a href="/hub/kong-inc/ai-semantic-cache/">AI Semantic Cache plugin</a> allows you to semantically cache responses from LLMs.</li> </ul> <h3 id="ai-observability">AI observability</h3> <p>Kong’s AI Gateway enables comprehensive observability of your AI services through logging and metrics. These features provide insights into AI usage, performance, and costs, helping you optimize and govern AI operations effectively.</p> <h4 class="badge enterprise" id="logging">Logging</h4> <p>Kong’s AI Gateway provides standardized logging formats for AI plugins, allowing you to track and analyze AI usage consistently across various providers.</p> <p>For more information, see <a href="/gateway/3.8.x/production/logging/ai-analytics">AI Analytics</a>.</p> <h4 class="badge enterprise" id="metrics-and-prometheus">Metrics and Prometheus</h4> <p>Kong’s AI Gateway allows you to expose and visualize AI metrics through Prometheus and Grafana. These metrics include the number of AI requests, the cost associated with AI services, and the token usage per provider and model. The metrics can be scraped by a Prometheus server and visualized using a Grafana dashboard. This setup provides a real-time view of AI operations, helping you monitor performance and costs effectively.</p> <p>For more information, see <a href="/gateway/3.8.x/production/monitoring/ai-metrics">AI Metrics</a>.</p> <h2 id="quickstart-script">Quickstart script</h2> <p>Kong offers an interactive AI quickstart script that launches a demo instance of Kong Gateway running AI Proxy:</p> <div class="language-sh highlighter-rouge"><div class="highlight"><pre class="highlight"><code>curl <span class="nt">-Ls</span> https://get.konghq.com/ai | bash </code></pre></div></div> <p>The script can either run a Kong Gateway instance in traditional mode or as a data plane instance for Konnect. You will be prompted to input an API key to configure authentication with an AI provider. This key will not be exposed outside of the host machine.</p> <p>The script creates a service with two routes, and configures the AI Proxy plugin on those routes based on the provider that you specify.</p> <p>Check out the full script at <a href="https://get.konghq.com/ai" target="_blank" rel="noopener nofollow noreferrer ">https://get.konghq.com/ai</a> to see which entities it generates, and access all of your routes and services by visiting either <a href="https://cloud.konghq.com/gateway-manager/" target="_blank" rel="noopener nofollow noreferrer ">Gateway Manager in Konnect</a> or Kong Manager at <code class="language-plaintext highlighter-rouge">https://localhost:8002</code> in any browser.</p> <blockquote class="note"> <p><strong>Note:</strong> By default, local models are configured on the endpoint <code class="language-plaintext highlighter-rouge">http://host.docker.internal:11434</code>, which allows Kong Gateway running in Docker to connect to the host machine.</p> 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