diff --git a/x-pack/test/functional/apps/aiops/config.ts b/x-pack/test/functional/apps/aiops/config.ts
index 0299370552939..214d3712ecbf9 100644
--- a/x-pack/test/functional/apps/aiops/config.ts
+++ b/x-pack/test/functional/apps/aiops/config.ts
@@ -14,7 +14,7 @@ export default async function ({ readConfigFile }: FtrConfigProviderContext) {
     ...functionalConfig.getAll(),
     testFiles: [require.resolve('.')],
     junit: {
-      reportName: 'Chrome X-Pack UI Functional Tests - ML aiops',
+      reportName: 'Chrome X-Pack UI Functional Tests - aiops',
     },
   };
 }
diff --git a/x-pack/test/functional/apps/aiops/explain_log_rate_spikes.ts b/x-pack/test/functional/apps/aiops/explain_log_rate_spikes.ts
index 5cb575fe70c9a..63a538db09ea2 100644
--- a/x-pack/test/functional/apps/aiops/explain_log_rate_spikes.ts
+++ b/x-pack/test/functional/apps/aiops/explain_log_rate_spikes.ts
@@ -7,12 +7,14 @@
 
 import type { FtrProviderContext } from '../../ftr_provider_context';
 import type { TestData } from './types';
-import { farequoteDataViewTestData } from '../ml/data_visualizer/index_test_data';
+import { farequoteDataViewTestData } from './test_data';
 
 export default function ({ getPageObject, getService }: FtrProviderContext) {
   const headerPage = getPageObject('header');
   const esArchiver = getService('esArchiver');
   const aiops = getService('aiops');
+
+  // aiops / Explain Log Rate Spikes lives in the ML UI so we need some related services.
   const ml = getService('ml');
 
   function runTests(testData: TestData) {
@@ -57,8 +59,8 @@ export default function ({ getPageObject, getService }: FtrProviderContext) {
     });
   }
 
-  describe('index based', function () {
-    this.tags(['ml']);
+  describe('explain log rate spikes', function () {
+    this.tags(['aiops']);
     before(async () => {
       await esArchiver.loadIfNeeded('x-pack/test/functional/es_archives/ml/farequote');
 
diff --git a/x-pack/test/functional/apps/aiops/index.ts b/x-pack/test/functional/apps/aiops/index.ts
index 57c6743be341d..88dea0b1d3e7e 100644
--- a/x-pack/test/functional/apps/aiops/index.ts
+++ b/x-pack/test/functional/apps/aiops/index.ts
@@ -9,10 +9,12 @@ import type { FtrProviderContext } from '../../ftr_provider_context';
 
 export default function ({ getService, loadTestFile }: FtrProviderContext) {
   const esArchiver = getService('esArchiver');
+
+  // aiops / Explain Log Rate Spikes lives in the ML UI so we need some related services.
   const ml = getService('ml');
 
-  describe('machine learning - aiops', function () {
-    this.tags(['skipFirefox', 'ml', 'walterra']);
+  describe('aiops', function () {
+    this.tags(['skipFirefox', 'aiops']);
 
     before(async () => {
       await ml.securityCommon.createMlRoles();