diff --git a/coderd/aibridgedserver/aibridgedserver.go b/coderd/aibridgedserver/aibridgedserver.go
index bf1beb83048..4a856bc8aa0 100644
--- a/coderd/aibridgedserver/aibridgedserver.go
+++ b/coderd/aibridgedserver/aibridgedserver.go
@@ -85,6 +85,7 @@ type store interface {
 	GetUserEveryoneFallbackGroup(ctx context.Context, userID uuid.UUID) (uuid.UUID, error)
 	GetUserAISpendSince(ctx context.Context, arg database.GetUserAISpendSinceParams) (database.GetUserAISpendSinceRow, error)
 	GetGroupByID(ctx context.Context, id uuid.UUID) (database.Group, error)
+	GetOrganizationByID(ctx context.Context, id uuid.UUID) (database.Organization, error)
 	GetUsers(ctx context.Context, arg database.GetUsersParams) ([]database.GetUsersRow, error)
 
 	// MCPConfigurator-related queries.
diff --git a/coderd/aibridgedserver/aibridgedserver_test.go b/coderd/aibridgedserver/aibridgedserver_test.go
index a68f2b18252..d1eae1a1bcb 100644
--- a/coderd/aibridgedserver/aibridgedserver_test.go
+++ b/coderd/aibridgedserver/aibridgedserver_test.go
@@ -2574,6 +2574,90 @@ func TestRecordTokenUsageAuthorized(t *testing.T) {
 	require.Equal(t, wantCost, spend.SpendMicros, "spend micros")
 }
 
+// TestBudgetNotificationAuthorized exercises the budget threshold notification
+// path end-to-end against a real database through the dbauthz layer as
+// subjectAibridged. This catches missing RBAC grants on the aibridged subject
+// and verifies the group and organization labels round-trip from storage.
+func TestBudgetNotificationAuthorized(t *testing.T) {
+	t.Parallel()
+
+	ctx := testutil.Context(t, testutil.WaitLong)
+	logger := testutil.Logger(t)
+
+	rawDB, _ := dbtestutil.NewDB(t)
+	authzDB := dbauthz.New(rawDB, rbac.NewStrictAuthorizer(prometheus.NewRegistry()), logger, coderdtest.AccessControlStorePointer())
+
+	// Seed prerequisites via the raw (unauthorized) store. The user belongs to a
+	// group with a budget, so the effective group resolves to that group.
+	org := dbgen.Organization(t, rawDB, database.Organization{})
+	user := dbgen.User(t, rawDB, database.User{})
+	dbgen.OrganizationMember(t, rawDB, database.OrganizationMember{OrganizationID: org.ID, UserID: user.ID})
+	group := dbgen.Group(t, rawDB, database.Group{OrganizationID: org.ID})
+	dbgen.GroupMember(t, rawDB, database.GroupMemberTable{UserID: user.ID, GroupID: group.ID})
+
+	// The interception below costs 1555 micros, which crosses 85% of this limit
+	// (1530 micros) without reaching the limit itself.
+	_, err := rawDB.UpsertGroupAIBudget(ctx, database.UpsertGroupAIBudgetParams{
+		GroupID:          group.ID,
+		SpendLimitMicros: 1_800,
+	})
+	require.NoError(t, err, "upsert group AI budget")
+
+	const provider, model = "anthropic", "claude-sonnet-4-6"
+	priceSeed, err := json.Marshal([]map[string]any{{
+		"provider":          provider,
+		"model":             model,
+		"input_price":       3_000_000,
+		"output_price":      6_000_000,
+		"cache_read_price":  300_000,
+		"cache_write_price": 4_000_000,
+	}})
+	require.NoError(t, err)
+	require.NoError(t, rawDB.UpsertAIModelPrices(ctx, database.UpsertAIModelPricesParams{Seed: priceSeed, Source: database.AIModelPriceSourceDefault}), "seed model prices")
+
+	aiProvider := dbgen.AIProvider(t, rawDB, database.AIProvider{
+		Name: "anthropic-eu",
+		Type: database.AIProviderTypeAnthropic,
+	})
+	intc := dbgen.AIBridgeInterception(t, rawDB, database.InsertAIBridgeInterceptionParams{
+		InitiatorID:  user.ID,
+		Provider:     provider,
+		ProviderName: aiProvider.Name,
+		Model:        model,
+	}, nil)
+
+	enq := &notificationstest.FakeEnqueuer{}
+	srv, err := aibridgedserver.NewServer(ctx, aibridgedserver.Options{
+		Store:         authzDB,
+		AISeatTracker: agplaiseats.Noop{},
+		AccessURL:     "/",
+		GatewayCfg:    codersdk.AIBridgeConfig{},
+		Experiments:   requiredExperiments,
+		Enqueuer:      enq,
+		Logger:        logger,
+		Clock:         quartz.NewReal(),
+	})
+	require.NoError(t, err)
+
+	_, err = srv.RecordTokenUsage(ctx, &proto.RecordTokenUsageRequest{
+		InterceptionId:        intc.ID.String(),
+		MsgId:                 "msg_budget_authz",
+		InputTokens:           100,
+		OutputTokens:          200,
+		CacheReadInputTokens:  50,
+		CacheWriteInputTokens: 10,
+		CreatedAt:             timestamppb.New(time.Date(2026, 6, 25, 14, 30, 0, 0, time.UTC)),
+	})
+	require.NoError(t, err, "record token usage")
+
+	// Notification failures are logged rather than returned, so the enqueued
+	// message is the only signal that both lookups were authorized.
+	sent := enq.Sent(notificationstest.WithTemplateID(notifications.TemplateAIBudgetWarningUser))
+	require.Len(t, sent, 1, "expected one budget warning notification")
+	require.Equal(t, group.Name, sent[0].Labels["effective_group_name"])
+	require.Equal(t, org.Name, sent[0].Labels["organization_name"])
+}
+
 // TestRecordTokenUsageModelPriceResolution covers which price an interception
 // snapshots when a model carries a price from the embedded book, a price set
 // through the API, or both.
@@ -2985,11 +3069,15 @@ func TestRecordTokenUsageBudgetNotifications(t *testing.T) {
 				Return(database.AIUserDailySpend{}, nil)
 			db.EXPECT().GetUserAISpendSince(gomock.Any(), gomock.Any()).
 				Return(database.GetUserAISpendSinceRow{SpendMicros: tc.newSpend}, nil)
-			// The group and user are resolved once per interception that
-			// notifies, regardless of how many thresholds it crosses.
+			// The group, organization, and user are resolved once per
+			// interception that notifies, regardless of how many thresholds it
+			// crosses.
 			if len(tc.wantTemplates) > 0 {
+				orgID := uuid.New()
 				db.EXPECT().GetGroupByID(gomock.Any(), groupID).
-					Return(database.Group{ID: groupID, Name: "Engineering"}, nil)
+					Return(database.Group{ID: groupID, Name: "Engineering", OrganizationID: orgID}, nil)
+				db.EXPECT().GetOrganizationByID(gomock.Any(), orgID).
+					Return(database.Organization{ID: orgID, Name: "coder"}, nil)
 				db.EXPECT().GetUserByID(gomock.Any(), intc.InitiatorID).
 					Return(database.User{ID: intc.InitiatorID, Username: "bob"}, nil)
 				// No admins configured, so only the user is notified.
@@ -3083,8 +3171,11 @@ func TestRecordTokenUsageBudgetNotificationAcrossPeriodBoundary(t *testing.T) {
 			gotPeriodStart = p.PeriodStart
 			return database.GetUserAISpendSinceRow{SpendMicros: warnAt}, nil
 		})
+	orgID := uuid.New()
 	db.EXPECT().GetGroupByID(gomock.Any(), groupID).
-		Return(database.Group{ID: groupID, Name: "Engineering"}, nil)
+		Return(database.Group{ID: groupID, Name: "Engineering", OrganizationID: orgID}, nil)
+	db.EXPECT().GetOrganizationByID(gomock.Any(), orgID).
+		Return(database.Organization{ID: orgID, Name: "coder"}, nil)
 	db.EXPECT().GetUserByID(gomock.Any(), intc.InitiatorID).
 		Return(database.User{ID: intc.InitiatorID, Username: "bob"}, nil)
 	// No admins configured, so only the user is notified.
@@ -3366,8 +3457,11 @@ func TestRecordTokenUsageBudgetAdminNotification(t *testing.T) {
 				Return(database.AIUserDailySpend{}, nil)
 			db.EXPECT().GetUserAISpendSince(gomock.Any(), gomock.Any()).
 				Return(database.GetUserAISpendSinceRow{SpendMicros: tc.newSpend}, nil)
+			orgID := uuid.New()
 			db.EXPECT().GetGroupByID(gomock.Any(), groupID).
-				Return(database.Group{ID: groupID, Name: "Engineering"}, nil)
+				Return(database.Group{ID: groupID, Name: "Engineering", OrganizationID: orgID}, nil)
+			db.EXPECT().GetOrganizationByID(gomock.Any(), orgID).
+				Return(database.Organization{ID: orgID, Name: "coder"}, nil)
 			db.EXPECT().GetUserByID(gomock.Any(), intc.InitiatorID).
 				Return(database.User{ID: intc.InitiatorID, Username: "bob"}, nil)
 			db.EXPECT().GetUsers(gomock.Any(), database.GetUsersParams{
@@ -3409,6 +3503,7 @@ func TestRecordTokenUsageBudgetAdminNotification(t *testing.T) {
 			require.Equal(t, tc.wantThreshold, adminSent[0].Labels["threshold"])
 			require.Equal(t, "$100.00", adminSent[0].Labels["limit"])
 			require.Equal(t, "Engineering", adminSent[0].Labels["effective_group_name"])
+			require.Equal(t, "coder", adminSent[0].Labels["organization_name"])
 			require.Equal(t, tc.wantLimitSource, adminSent[0].Labels["limit_source"])
 		})
 	}
diff --git a/coderd/aibridgedserver/notifications.go b/coderd/aibridgedserver/notifications.go
index aa1fbd0d0ea..6484b288162 100644
--- a/coderd/aibridgedserver/notifications.go
+++ b/coderd/aibridgedserver/notifications.go
@@ -137,6 +137,10 @@ func (s *Server) notifyBudgetThresholdCrossings(ctx context.Context, crossings [
 	if err != nil {
 		return xerrors.Errorf("look up group %q: %w", effectiveGroupID, err)
 	}
+	org, err := s.store.GetOrganizationByID(ctx, group.OrganizationID)
+	if err != nil {
+		return xerrors.Errorf("look up organization %q: %w", group.OrganizationID, err)
+	}
 	user, err := s.store.GetUserByID(ctx, userID)
 	if err != nil {
 		return xerrors.Errorf("look up user %q: %w", userID, err)
@@ -158,6 +162,7 @@ func (s *Server) notifyBudgetThresholdCrossings(ctx context.Context, crossings [
 			"limit_source":         string(c.limitSource),
 			"username":             user.Username,
 			"effective_group_name": group.Name,
+			"organization_name":    org.Name,
 			// Both bounds carry the year so a period straddling a year boundary
 			// (e.g. December 1, 2026 - January 1, 2027) is unambiguous.
 			"period_start": c.periodStart.UTC().Format("January 2, 2006"),
diff --git a/coderd/database/dbauthz/dbauthz.go b/coderd/database/dbauthz/dbauthz.go
index 104f188d951..4a45c0fb9b1 100644
--- a/coderd/database/dbauthz/dbauthz.go
+++ b/coderd/database/dbauthz/dbauthz.go
@@ -725,6 +725,7 @@ var (
 					rbac.ResourceAiSeat.Type:               {policy.ActionCreate},                    // Required for UpsertAISeatState.
 					rbac.ResourceAIProvider.Type:           {policy.ActionRead},                      // Required to load the provider snapshot (and per-provider keys) at startup.
 					rbac.ResourceGroup.Type:                {policy.ActionRead},                      // Required to read the effective group.
+					rbac.ResourceOrganization.Type:         {policy.ActionRead},                      // Required to name the organization in budget notification links.
 				}),
 				User:    []rbac.Permission{},
 				ByOrgID: map[string]rbac.OrgPermissions{},
diff --git a/coderd/database/migrations/000579_ai_budget_admin_notification_actions.down.sql b/coderd/database/migrations/000579_ai_budget_admin_notification_actions.down.sql
new file mode 100644
index 00000000000..017b0a66534
--- /dev/null
+++ b/coderd/database/migrations/000579_ai_budget_admin_notification_actions.down.sql
@@ -0,0 +1,29 @@
+UPDATE notification_templates
+SET
+    body_template = $$User **{{.Labels.username}}** has used more than {{.Labels.threshold}}% of their {{.Labels.period}} AI budget ({{.Labels.limit}}).
+
+Effective group: **{{.Labels.effective_group_name}}**
+{{- if eq .Labels.limit_source "user_override"}}
+
+This limit is a per-user override.
+{{- end}}
+
+AI budget period: {{.Labels.period_start}} - {{.Labels.period_end}}$$,
+    actions = '[]'::jsonb
+WHERE
+    id = '2a7b0ac1-00e1-4625-9cd5-1e5933972c77';
+
+UPDATE notification_templates
+SET
+    body_template = $$User **{{.Labels.username}}** has reached their {{.Labels.period}} AI budget limit ({{.Labels.limit}}). Subsequent requests will be blocked.
+
+Effective group: **{{.Labels.effective_group_name}}**
+{{- if eq .Labels.limit_source "user_override"}}
+
+This limit is a per-user override.
+{{- end}}
+
+AI budget period: {{.Labels.period_start}} - {{.Labels.period_end}}$$,
+    actions = '[]'::jsonb
+WHERE
+    id = '0bafe0ea-a78b-4217-ad05-1ef12e92e025';
diff --git a/coderd/database/migrations/000579_ai_budget_admin_notification_actions.up.sql b/coderd/database/migrations/000579_ai_budget_admin_notification_actions.up.sql
new file mode 100644
index 00000000000..de4a33cc67e
--- /dev/null
+++ b/coderd/database/migrations/000579_ai_budget_admin_notification_actions.up.sql
@@ -0,0 +1,43 @@
+UPDATE notification_templates
+SET
+    body_template = $$User **{{.Labels.username}}** has used more than {{.Labels.threshold}}% of their {{.Labels.period}} AI budget ({{.Labels.limit}}).
+
+Effective group: **{{.Labels.effective_group_name}}**
+{{- if eq .Labels.limit_source "user_override"}}
+
+This limit is a per-user override.
+{{- end}}
+
+AI budget period: {{.Labels.period_start}} - {{.Labels.period_end}}
+
+[How to configure AI budgets](https://coder.com/docs/ai-coder/ai-gateway/cost-controls#budget)$$,
+    actions = '[
+        {
+            "label": "Manage user AI budget",
+            "url": "{{base_url}}/organizations/{{.Labels.organization_name}}/groups/{{.Labels.effective_group_name}}?filter={{.Labels.username}}"
+        }
+    ]'::jsonb
+WHERE
+    id = '2a7b0ac1-00e1-4625-9cd5-1e5933972c77';
+
+UPDATE notification_templates
+SET
+    body_template = $$User **{{.Labels.username}}** has reached their {{.Labels.period}} AI budget limit ({{.Labels.limit}}). Subsequent requests will be blocked until {{.Labels.period_end}}.
+
+Effective group: **{{.Labels.effective_group_name}}**
+{{- if eq .Labels.limit_source "user_override"}}
+
+This limit is a per-user override.
+{{- end}}
+
+AI budget period: {{.Labels.period_start}} - {{.Labels.period_end}}
+
+Raise this user's limit to unblock them sooner. [How to configure AI budgets](https://coder.com/docs/ai-coder/ai-gateway/cost-controls#budget).$$,
+    actions = '[
+        {
+            "label": "Manage user AI budget",
+            "url": "{{base_url}}/organizations/{{.Labels.organization_name}}/groups/{{.Labels.effective_group_name}}?filter={{.Labels.username}}"
+        }
+    ]'::jsonb
+WHERE
+    id = '0bafe0ea-a78b-4217-ad05-1ef12e92e025';
diff --git a/coderd/notifications/notifications_test.go b/coderd/notifications/notifications_test.go
index 5cb42b52005..78b988ab0e2 100644
--- a/coderd/notifications/notifications_test.go
+++ b/coderd/notifications/notifications_test.go
@@ -1591,6 +1591,7 @@ func TestNotificationTemplates_Golden(t *testing.T) {
 					"period":               "monthly",
 					"limit_source":         "group",
 					"effective_group_name": "Engineering",
+					"organization_name":    "coder",
 					"period_start":         "July 1, 2026",
 					"period_end":           "August 1, 2026",
 				},
@@ -1610,6 +1611,7 @@ func TestNotificationTemplates_Golden(t *testing.T) {
 					"period":               "monthly",
 					"limit_source":         "user_override",
 					"effective_group_name": "Engineering",
+					"organization_name":    "coder",
 					"period_start":         "July 1, 2026",
 					"period_end":           "August 1, 2026",
 				},
diff --git a/coderd/notifications/testdata/rendered-templates/smtp/TemplateAIBudgetLimitReachedAdmin.html.golden b/coderd/notifications/testdata/rendered-templates/smtp/TemplateAIBudgetLimitReachedAdmin.html.golden
index 550fd9b56fd..7e968ca02eb 100644
--- a/coderd/notifications/testdata/rendered-templates/smtp/TemplateAIBudgetLimitReachedAdmin.html.golden
+++ b/coderd/notifications/testdata/rendered-templates/smtp/TemplateAIBudgetLimitReachedAdmin.html.golden
@@ -13,7 +13,7 @@ Content-Type: text/plain; charset=UTF-8
 Hi Bobby,
 
 User alice has reached their monthly AI budget limit ($1000.00). Subsequent=
- requests will be blocked.
+ requests will be blocked until August 1, 2026.
 
 Effective group: Engineering
 
@@ -21,6 +21,12 @@ This limit is a per-user override.
 
 AI budget period: July 1, 2026 - August 1, 2026
 
+Raise this user's limit to unblock them sooner. How to configure AI budgets=
+ (https://coder.com/docs/ai-coder/ai-gateway/cost-controls#budget).
+
+
+Manage user AI budget: http://test.com/organizations/coder/groups/Engineeri=
+ng?filter=3Dalice
 
 --bbe61b741255b6098bb6b3c1f41b885773df633cb18d2a3002b68e4bc9c4
 Content-Transfer-Encoding: quoted-printable
@@ -52,16 +58,28 @@ argin: 8px 0 32px; line-height: 1.5;">
       <div style=3D"line-height: 1.5;">
         <p>Hi Bobby,</p>
         <p>User <strong>alice</strong> has reached their monthly AI budget =
-limit ($1000.00). Subsequent requests will be blocked.</p>
+limit ($1000.00). Subsequent requests will be blocked until August 1, 2026.=
+</p>
 
 <p>Effective group: <strong>Engineering</strong></p>
 
 <p>This limit is a per-user override.</p>
 
 <p>AI budget period: July 1, 2026 - August 1, 2026</p>
+
+<p>Raise this user&rsquo;s limit to unblock them sooner. <a href=3D"https:/=
+/coder.com/docs/ai-coder/ai-gateway/cost-controls#budget">How to configure =
+AI budgets</a>.</p>
       </div>
       <div style=3D"text-align: center; margin-top: 32px;">
        =20
+        <a href=3D"http://test.com/organizations/coder/groups/Engineering?f=
+ilter=3Dalice" style=3D"display: inline-block; padding: 13px 24px; backgrou=
+nd-color: #020617; color: #f8fafc; text-decoration: none; border-radius: 8p=
+x; margin: 0 4px;">
+          Manage user AI budget
+        </a>
+       =20
       </div>
       <div style=3D"border-top: 1px solid #e2e8f0; color: #475569; font-siz=
 e: 12px; margin-top: 64px; padding-top: 24px; line-height: 1.6;">
diff --git a/coderd/notifications/testdata/rendered-templates/smtp/TemplateAIBudgetWarningAdmin.html.golden b/coderd/notifications/testdata/rendered-templates/smtp/TemplateAIBudgetWarningAdmin.html.golden
index 87937d7fcd4..f5fe1bd55f6 100644
--- a/coderd/notifications/testdata/rendered-templates/smtp/TemplateAIBudgetWarningAdmin.html.golden
+++ b/coderd/notifications/testdata/rendered-templates/smtp/TemplateAIBudgetWarningAdmin.html.golden
@@ -18,6 +18,12 @@ Effective group: Engineering
 
 AI budget period: July 1, 2026 - August 1, 2026
 
+How to configure AI budgets (https://coder.com/docs/ai-coder/ai-gateway/cos=
+t-controls#budget)
+
+
+Manage user AI budget: http://test.com/organizations/coder/groups/Engineeri=
+ng?filter=3Dalice
 
 --bbe61b741255b6098bb6b3c1f41b885773df633cb18d2a3002b68e4bc9c4
 Content-Transfer-Encoding: quoted-printable
@@ -54,9 +60,19 @@ hly AI budget ($1000.00).</p>
 <p>Effective group: <strong>Engineering</strong></p>
 
 <p>AI budget period: July 1, 2026 - August 1, 2026</p>
+
+<p><a href=3D"https://coder.com/docs/ai-coder/ai-gateway/cost-controls#budg=
+et">How to configure AI budgets</a></p>
       </div>
       <div style=3D"text-align: center; margin-top: 32px;">
        =20
+        <a href=3D"http://test.com/organizations/coder/groups/Engineering?f=
+ilter=3Dalice" style=3D"display: inline-block; padding: 13px 24px; backgrou=
+nd-color: #020617; color: #f8fafc; text-decoration: none; border-radius: 8p=
+x; margin: 0 4px;">
+          Manage user AI budget
+        </a>
+       =20
       </div>
       <div style=3D"border-top: 1px solid #e2e8f0; color: #475569; font-siz=
 e: 12px; margin-top: 64px; padding-top: 24px; line-height: 1.6;">
diff --git a/coderd/notifications/testdata/rendered-templates/webhook/TemplateAIBudgetLimitReachedAdmin.json.golden b/coderd/notifications/testdata/rendered-templates/webhook/TemplateAIBudgetLimitReachedAdmin.json.golden
index 4315def7665..ff95682ee73 100644
--- a/coderd/notifications/testdata/rendered-templates/webhook/TemplateAIBudgetLimitReachedAdmin.json.golden
+++ b/coderd/notifications/testdata/rendered-templates/webhook/TemplateAIBudgetLimitReachedAdmin.json.golden
@@ -9,11 +9,17 @@
     "user_email": "bobby@coder.com",
     "user_name": "Bobby",
     "user_username": "bobby",
-    "actions": [],
+    "actions": [
+      {
+        "label": "Manage user AI budget",
+        "url": "http://test.com/organizations/coder/groups/Engineering?filter=alice"
+      }
+    ],
     "labels": {
       "effective_group_name": "Engineering",
       "limit": "$1000.00",
       "limit_source": "user_override",
+      "organization_name": "coder",
       "period": "monthly",
       "period_end": "August 1, 2026",
       "period_start": "July 1, 2026",
@@ -24,6 +30,6 @@
   },
   "title": "alice has reached their monthly AI budget limit",
   "title_markdown": "alice has reached their monthly AI budget limit",
-  "body": "User alice has reached their monthly AI budget limit ($1000.00). Subsequent requests will be blocked.\n\nEffective group: Engineering\n\nThis limit is a per-user override.\n\nAI budget period: July 1, 2026 - August 1, 2026",
-  "body_markdown": "User **alice** has reached their monthly AI budget limit ($1000.00). Subsequent requests will be blocked.\n\nEffective group: **Engineering**\n\nThis limit is a per-user override.\n\nAI budget period: July 1, 2026 - August 1, 2026"
+  "body": "User alice has reached their monthly AI budget limit ($1000.00). Subsequent requests will be blocked until August 1, 2026.\n\nEffective group: Engineering\n\nThis limit is a per-user override.\n\nAI budget period: July 1, 2026 - August 1, 2026\n\nRaise this user's limit to unblock them sooner. How to configure AI budgets (https://coder.com/docs/ai-coder/ai-gateway/cost-controls#budget).",
+  "body_markdown": "User **alice** has reached their monthly AI budget limit ($1000.00). Subsequent requests will be blocked until August 1, 2026.\n\nEffective group: **Engineering**\n\nThis limit is a per-user override.\n\nAI budget period: July 1, 2026 - August 1, 2026\n\nRaise this user's limit to unblock them sooner. [How to configure AI budgets](https://coder.com/docs/ai-coder/ai-gateway/cost-controls#budget)."
 }
\ No newline at end of file
diff --git a/coderd/notifications/testdata/rendered-templates/webhook/TemplateAIBudgetWarningAdmin.json.golden b/coderd/notifications/testdata/rendered-templates/webhook/TemplateAIBudgetWarningAdmin.json.golden
index 6e83fd5d71c..004ee506cde 100644
--- a/coderd/notifications/testdata/rendered-templates/webhook/TemplateAIBudgetWarningAdmin.json.golden
+++ b/coderd/notifications/testdata/rendered-templates/webhook/TemplateAIBudgetWarningAdmin.json.golden
@@ -9,11 +9,17 @@
     "user_email": "bobby@coder.com",
     "user_name": "Bobby",
     "user_username": "bobby",
-    "actions": [],
+    "actions": [
+      {
+        "label": "Manage user AI budget",
+        "url": "http://test.com/organizations/coder/groups/Engineering?filter=alice"
+      }
+    ],
     "labels": {
       "effective_group_name": "Engineering",
       "limit": "$1000.00",
       "limit_source": "group",
+      "organization_name": "coder",
       "period": "monthly",
       "period_end": "August 1, 2026",
       "period_start": "July 1, 2026",
@@ -25,6 +31,6 @@
   },
   "title": "alice is approaching their monthly AI budget limit",
   "title_markdown": "alice is approaching their monthly AI budget limit",
-  "body": "User alice has used more than 85% of their monthly AI budget ($1000.00).\n\nEffective group: Engineering\n\nAI budget period: July 1, 2026 - August 1, 2026",
-  "body_markdown": "User **alice** has used more than 85% of their monthly AI budget ($1000.00).\n\nEffective group: **Engineering**\n\nAI budget period: July 1, 2026 - August 1, 2026"
+  "body": "User alice has used more than 85% of their monthly AI budget ($1000.00).\n\nEffective group: Engineering\n\nAI budget period: July 1, 2026 - August 1, 2026\n\nHow to configure AI budgets (https://coder.com/docs/ai-coder/ai-gateway/cost-controls#budget)",
+  "body_markdown": "User **alice** has used more than 85% of their monthly AI budget ($1000.00).\n\nEffective group: **Engineering**\n\nAI budget period: July 1, 2026 - August 1, 2026\n\n[How to configure AI budgets](https://coder.com/docs/ai-coder/ai-gateway/cost-controls#budget)"
 }
\ No newline at end of file