diff --git a/site/src/pages/DeploymentSettingsPage/LicensesSettingsPage/AIGovernanceUsersConsumptionChart.stories.tsx b/site/src/pages/DeploymentSettingsPage/LicensesSettingsPage/AIGovernanceUsersConsumptionChart.stories.tsx
new file mode 100644
index 0000000000..23a62a047c
--- /dev/null
+++ b/site/src/pages/DeploymentSettingsPage/LicensesSettingsPage/AIGovernanceUsersConsumptionChart.stories.tsx
@@ -0,0 +1,55 @@
+import type { Meta, StoryObj } from "@storybook/react-vite";
+import { AIGovernanceUsersConsumption } from "./AIGovernanceUsersConsumptionChart";
+
+const meta: Meta<typeof AIGovernanceUsersConsumption> = {
+	title:
+		"pages/DeploymentSettingsPage/LicensesSettingsPage/AIGovernanceUsersConsumptionChart",
+	component: AIGovernanceUsersConsumption,
+	args: {
+		aiGovernanceUserFeature: {
+			enabled: true,
+			entitlement: "entitled",
+			limit: 1000,
+		},
+	},
+};
+
+export default meta;
+type Story = StoryObj<typeof AIGovernanceUsersConsumption>;
+
+export const Default: Story = {};
+
+export const Disabled: Story = {
+	args: {
+		aiGovernanceUserFeature: {
+			enabled: false,
+			entitlement: "not_entitled",
+		},
+	},
+};
+
+export const NoFeature: Story = {
+	args: {
+		aiGovernanceUserFeature: undefined,
+	},
+};
+
+export const ErrorMissingData: Story = {
+	args: {
+		aiGovernanceUserFeature: {
+			enabled: true,
+			entitlement: "entitled",
+			limit: undefined,
+		},
+	},
+};
+
+export const ErrorNegativeValues: Story = {
+	args: {
+		aiGovernanceUserFeature: {
+			enabled: true,
+			entitlement: "entitled",
+			limit: -1000,
+		},
+	},
+};
diff --git a/site/src/pages/DeploymentSettingsPage/LicensesSettingsPage/AIGovernanceUsersConsumptionChart.tsx b/site/src/pages/DeploymentSettingsPage/LicensesSettingsPage/AIGovernanceUsersConsumptionChart.tsx
new file mode 100644
index 0000000000..a5610550d9
--- /dev/null
+++ b/site/src/pages/DeploymentSettingsPage/LicensesSettingsPage/AIGovernanceUsersConsumptionChart.tsx
@@ -0,0 +1,119 @@
+import type { Feature } from "api/typesGenerated";
+import { ErrorAlert } from "components/Alert/ErrorAlert";
+import { Button } from "components/Button/Button";
+import {
+	Collapsible,
+	CollapsibleContent,
+	CollapsibleTrigger,
+} from "components/Collapsible/Collapsible";
+import { Link } from "components/Link/Link";
+import { ChevronRightIcon } from "lucide-react";
+import type { FC } from "react";
+import { docs } from "utils/docs";
+
+interface AIGovernanceUsersConsumptionProps {
+	aiGovernanceUserFeature?: Feature;
+}
+
+export const AIGovernanceUsersConsumption: FC<
+	AIGovernanceUsersConsumptionProps
+> = ({ aiGovernanceUserFeature }) => {
+	// If no feature is provided or it's disabled, show disabled state
+	if (!aiGovernanceUserFeature?.enabled) {
+		return (
+			<div className="min-h-60 flex items-center justify-center rounded-lg border border-solid p-12">
+				<div className="flex flex-col gap-4 items-center justify-center">
+					<div className="flex flex-col gap-2 items-center justify-center">
+						<span className="text-base">Users with AI Governance Add-On</span>
+						<span className="text-content-secondary text-center max-w-[464px] mt-2">
+							AI Governance is not included in your current license. Contact{" "}
+							<Link href="mailto:sales@coder.com">sales</Link> to upgrade your
+							license and unlock this addon.
+						</span>
+					</div>
+				</div>
+			</div>
+		);
+	}
+
+	const limit = aiGovernanceUserFeature.limit;
+
+	if (limit === undefined || limit < 0) {
+		return <ErrorAlert error="Invalid license usage limits" />;
+	}
+
+	return (
+		<section className="border border-solid rounded">
+			<div className="p-4">
+				<Collapsible>
+					<header className="flex flex-col gap-2 items-start">
+						<h3 className="text-md m-0 font-medium">
+							Users with AI Governance Add-On
+						</h3>
+
+						<CollapsibleTrigger asChild>
+							<Button
+								className={`
+                  h-auto p-0 border-0 bg-transparent font-medium text-content-secondary
+                  hover:bg-transparent hover:text-content-primary
+                  [&[data-state=open]_svg]:rotate-90
+                `}
+							>
+								<ChevronRightIcon />
+								Learn more
+							</Button>
+						</CollapsibleTrigger>
+					</header>
+
+					<CollapsibleContent
+						className={`
+              pt-2 pl-7 pr-5 space-y-4 font-medium max-w-[720px]
+              text-sm text-content-secondary
+              [&_p]:m-0 [&_ul]:m-0 [&_ul]:p-0 [&_ul]:list-none
+            `}
+					>
+						<p>
+							Users using AI features like{" "}
+							<Link
+								href={docs("/ai-coder/ai-bridge")}
+								target="_blank"
+								rel="noreferrer"
+							>
+								AI Bridge
+							</Link>
+							,{" "}
+							<Link
+								href={docs("/ai-coder/boundary/agent-boundary")}
+								target="_blank"
+								rel="noreferrer"
+							>
+								Boundary
+							</Link>
+							, or{" "}
+							<Link
+								href={docs("/ai-coder/tasks")}
+								target="_blank"
+								rel="noreferrer"
+							>
+								Tasks
+							</Link>
+							.
+						</p>
+					</CollapsibleContent>
+				</Collapsible>
+			</div>
+
+			<div className="px-6 py-12 border-0 border-t border-solid">
+				<div className="flex flex-col gap-4 text-center justify-center items-center">
+					<div className="flex flex-col gap-2 text-center justify-center items-center">
+						<div className="text-3xl font-bold">{limit.toLocaleString()}</div>
+						<div className="text-sm text-content-secondary">Users Entitled</div>
+					</div>
+					<div className="text-sm text-content-secondary">
+						Additional analytics and measurements coming soon
+					</div>
+				</div>
+			</div>
+		</section>
+	);
+};
diff --git a/site/src/pages/DeploymentSettingsPage/LicensesSettingsPage/LicensesSettingsPage.tsx b/site/src/pages/DeploymentSettingsPage/LicensesSettingsPage/LicensesSettingsPage.tsx
index 3b9b58212e..8f151cdf15 100644
--- a/site/src/pages/DeploymentSettingsPage/LicensesSettingsPage/LicensesSettingsPage.tsx
+++ b/site/src/pages/DeploymentSettingsPage/LicensesSettingsPage/LicensesSettingsPage.tsx
@@ -86,6 +86,9 @@ const LicensesSettingsPage: FC = () => {
 				managedAgentFeature={
 					entitlementsQuery.data?.features.managed_agent_limit
 				}
+				aiGovernanceUserFeature={
+					entitlementsQuery.data?.features.ai_governance_user_limit
+				}
 				refreshEntitlements={async () => {
 					try {
 						await refreshEntitlementsMutation.mutateAsync();
diff --git a/site/src/pages/DeploymentSettingsPage/LicensesSettingsPage/LicensesSettingsPageView.tsx b/site/src/pages/DeploymentSettingsPage/LicensesSettingsPage/LicensesSettingsPageView.tsx
index 9b56ae5a12..b6096d2b78 100644
--- a/site/src/pages/DeploymentSettingsPage/LicensesSettingsPage/LicensesSettingsPageView.tsx
+++ b/site/src/pages/DeploymentSettingsPage/LicensesSettingsPage/LicensesSettingsPageView.tsx
@@ -21,6 +21,7 @@ import { PlusIcon, RotateCwIcon } from "lucide-react";
 import type { FC } from "react";
 import Confetti from "react-confetti";
 import { Link } from "react-router";
+import { AIGovernanceUsersConsumption } from "./AIGovernanceUsersConsumptionChart";
 import { LicenseCard } from "./LicenseCard";
 import { LicenseSeatConsumptionChart } from "./LicenseSeatConsumptionChart";
 import { ManagedAgentsConsumption } from "./ManagedAgentsConsumption";
@@ -37,6 +38,7 @@ type Props = {
 	refreshEntitlements: () => void;
 	activeUsers: UserStatusChangeCount[] | undefined;
 	managedAgentFeature?: Feature;
+	aiGovernanceUserFeature?: Feature;
 };
 
 const LicensesSettingsPageView: FC<Props> = ({
@@ -51,6 +53,7 @@ const LicensesSettingsPageView: FC<Props> = ({
 	refreshEntitlements,
 	activeUsers,
 	managedAgentFeature,
+	aiGovernanceUserFeature,
 }) => {
 	const theme = useTheme();
 	const { width, height } = useWindowSize();
@@ -164,7 +167,14 @@ const LicensesSettingsPageView: FC<Props> = ({
 				)}
 
 				{licenses && licenses.length > 0 && (
-					<ManagedAgentsConsumption managedAgentFeature={managedAgentFeature} />
+					<>
+						<ManagedAgentsConsumption
+							managedAgentFeature={managedAgentFeature}
+						/>
+						<AIGovernanceUsersConsumption
+							aiGovernanceUserFeature={aiGovernanceUserFeature}
+						/>
+					</>
 				)}
 			</div>
 		</>
diff --git a/site/src/pages/DeploymentSettingsPage/LicensesSettingsPage/ManagedAgentsConsumption.tsx b/site/src/pages/DeploymentSettingsPage/LicensesSettingsPage/ManagedAgentsConsumption.tsx
index 022627c11d..c887a7ac71 100644
--- a/site/src/pages/DeploymentSettingsPage/LicensesSettingsPage/ManagedAgentsConsumption.tsx
+++ b/site/src/pages/DeploymentSettingsPage/LicensesSettingsPage/ManagedAgentsConsumption.tsx
@@ -1,4 +1,3 @@
-import MuiLink from "@mui/material/Link";
 import type { Feature } from "api/typesGenerated";
 import { ErrorAlert } from "components/Alert/ErrorAlert";
 import { Button } from "components/Button/Button";
@@ -7,7 +6,7 @@ import {
 	CollapsibleContent,
 	CollapsibleTrigger,
 } from "components/Collapsible/Collapsible";
-import { Stack } from "components/Stack/Stack";
+import { Link } from "components/Link/Link";
 import dayjs from "dayjs";
 import { ChevronRightIcon } from "lucide-react";
 import type { FC } from "react";
@@ -24,16 +23,16 @@ export const ManagedAgentsConsumption: FC<ManagedAgentsConsumptionProps> = ({
 	if (!managedAgentFeature?.enabled) {
 		return (
 			<div className="min-h-60 flex items-center justify-center rounded-lg border border-solid p-12">
-				<Stack alignItems="center" spacing={1}>
-					<Stack alignItems="center" spacing={0.5}>
-						<span className="text-base">Managed AI Agents Disabled</span>
+				<div className="flex flex-col gap-4 items-center justify-center">
+					<div className="flex flex-col gap-2 items-center justify-center">
+						<span className="text-base">Agent Workspace Builds Disabled</span>
 						<span className="text-content-secondary text-center max-w-[464px] mt-2">
-							Managed AI agents are not included in your current license.
-							Contact <MuiLink href="mailto:sales@coder.com">sales</MuiLink> to
+							Agent Workspace Builds are not included in your current license.
+							Contact <Link href="mailto:sales@coder.com">sales</Link> to
 							upgrade your license and unlock this feature.
 						</span>
-					</Stack>
-				</Stack>
+					</div>
+				</div>
 			</div>
 		);
 	}
@@ -76,7 +75,7 @@ export const ManagedAgentsConsumption: FC<ManagedAgentsConsumptionProps> = ({
 			<div className="p-4">
 				<Collapsible>
 					<header className="flex flex-col gap-2 items-start">
-						<h3 className="text-md m-0 font-medium">Managed AI Agents Usage</h3>
+						<h3 className="text-md m-0 font-medium">Agent Workspace Builds</h3>
 
 						<CollapsibleTrigger asChild>
 							<Button
@@ -100,15 +99,30 @@ export const ManagedAgentsConsumption: FC<ManagedAgentsConsumptionProps> = ({
             `}
 					>
 						<p>
-							<MuiLink
+							Agent Workspace Builds are measured when you start an ephemeral
+							workspace, purely for running an agentic workload. These are not
+							to be confused with workspaces used for day-to-day development,
+							even if AI tooling is involved.
+						</p>
+						<p>
+							Today,{" "}
+							<Link
 								href={docs("/ai-coder/tasks")}
 								target="_blank"
 								rel="noreferrer"
 							>
-								Coder Tasks
-							</MuiLink>{" "}
-							and upcoming managed AI features are included in Coder Premium
-							licenses during beta. Usage limits and pricing subject to change.
+								Coder Tasks (via UI, CLI, or API)
+							</Link>{" "}
+							is the only way to create agentic workspaces, but additional
+							protocols and APIs may be supported as standards emerge. Learn
+							more in{" "}
+							<Link
+								href={docs("/ai-coder/ai-governance")}
+								target="_blank"
+								rel="noreferrer"
+							>
+								the Coder documentation
+							</Link>
 						</p>
 						<ul>
 							<li className="flex items-center gap-2">