diff --git a/src/platform/packages/shared/kbn-doc-links/src/get_doc_links.ts b/src/platform/packages/shared/kbn-doc-links/src/get_doc_links.ts
index ef33626c34a21..a55f5e097806f 100644
--- a/src/platform/packages/shared/kbn-doc-links/src/get_doc_links.ts
+++ b/src/platform/packages/shared/kbn-doc-links/src/get_doc_links.ts
@@ -515,50 +515,56 @@ export const getDocLinks = ({ kibanaBranch, buildFlavor }: GetDocLinkOptions): D
       apiKeys: `${KIBANA_DOCS}api-keys.html`,
     },
     ml: {
-      guide: `${MACHINE_LEARNING_DOCS}index.html`,
-      aggregations: `${MACHINE_LEARNING_DOCS}ml-configuring-aggregation.html`,
-      anomalyDetection: `${MACHINE_LEARNING_DOCS}ml-ad-overview.html`,
-      anomalyDetectionBucketSpan: `${MACHINE_LEARNING_DOCS}ml-ad-run-jobs.html#ml-ad-bucket-span`,
-      anomalyDetectionConfiguringCategories: `${MACHINE_LEARNING_DOCS}ml-configuring-categories.html`,
-      anomalyDetectionCardinality: `${MACHINE_LEARNING_DOCS}ml-ad-run-jobs.html#ml-ad-cardinality`,
-      anomalyDetectionCreateJobs: `${MACHINE_LEARNING_DOCS}ml-ad-run-jobs.html#ml-ad-create-job`,
-      anomalyDetectionDetectors: `${MACHINE_LEARNING_DOCS}ml-ad-run-jobs.html#ml-ad-detectors`,
-      anomalyDetectionFunctions: `${MACHINE_LEARNING_DOCS}ml-functions.html`,
-      anomalyDetectionInfluencers: `${MACHINE_LEARNING_DOCS}ml-ad-run-jobs.html#ml-ad-influencers`,
-      anomalyDetectionJobs: `${MACHINE_LEARNING_DOCS}ml-ad-finding-anomalies.html`,
-      anomalyDetectionJobResource: `${ELASTICSEARCH_DOCS}ml-put-job.html#ml-put-job-path-parms`,
-      anomalyDetectionJobResourceAnalysisConfig: `${ELASTICSEARCH_DOCS}ml-put-job.html#put-analysisconfig`,
-      anomalyDetectionJobTips: `${MACHINE_LEARNING_DOCS}ml-ad-run-jobs.html#ml-ad-job-tips`,
-      anomalyDetectionScoreExplanation: `${MACHINE_LEARNING_DOCS}ml-ad-explain.html`,
-      alertingRules: `${MACHINE_LEARNING_DOCS}ml-configuring-alerts.html`,
-      anomalyDetectionModelMemoryLimits: `${MACHINE_LEARNING_DOCS}ml-ad-run-jobs.html#ml-ad-model-memory-limits`,
-      calendars: `${MACHINE_LEARNING_DOCS}ml-ad-run-jobs.html#ml-ad-calendars`,
-      classificationEvaluation: `${MACHINE_LEARNING_DOCS}ml-dfa-classification.html#ml-dfanalytics-classification-evaluation`,
-      customRules: `${MACHINE_LEARNING_DOCS}ml-ad-run-jobs.html#ml-ad-rules`,
-      customUrls: `${MACHINE_LEARNING_DOCS}ml-configuring-url.html`,
-      dataFrameAnalytics: `${MACHINE_LEARNING_DOCS}ml-dfanalytics.html`,
-      dFAPrepareData: `${MACHINE_LEARNING_DOCS}ml-dfa-overview.html#prepare-transform-data`,
-      dFAStartJob: `${ELASTICSEARCH_DOCS}start-dfanalytics.html`,
-      dFACreateJob: `${ELASTICSEARCH_DOCS}put-dfanalytics.html`,
-      featureImportance: `${MACHINE_LEARNING_DOCS}ml-feature-importance.html`,
-      outlierDetectionRoc: `${MACHINE_LEARNING_DOCS}ml-dfa-finding-outliers.html#ml-dfanalytics-roc`,
-      regressionEvaluation: `${MACHINE_LEARNING_DOCS}ml-dfa-regression.html#ml-dfanalytics-regression-evaluation`,
-      classificationAucRoc: `${MACHINE_LEARNING_DOCS}ml-dfa-classification.html#ml-dfanalytics-class-aucroc`,
-      setUpgradeMode: `${ELASTICSEARCH_DOCS}ml-set-upgrade-mode.html`,
-      trainedModels: `${MACHINE_LEARNING_DOCS}ml-trained-models.html`,
-      startTrainedModelsDeployment: `${MACHINE_LEARNING_DOCS}ml-nlp-deploy-model.html`,
-      logsAnomalyDetectionConfigs: `${MACHINE_LEARNING_DOCS}ootb-ml-jobs-logs-ui.html`,
-      metricsAnomalyDetectionConfigs: `${MACHINE_LEARNING_DOCS}ootb-ml-jobs-metrics-ui.html`,
-      nlpElser: `${MACHINE_LEARNING_DOCS}ml-nlp-elser.html`,
-      nlpE5: `${MACHINE_LEARNING_DOCS}ml-nlp-e5.html`,
-      nlpImportModel: `${MACHINE_LEARNING_DOCS}ml-nlp-import-model.html`,
+      guide: `${ELASTIC_DOCS}explore-analyze/machine-learning`,
+      aggregations: `${ELASTIC_DOCS}explore-analyze/machine-learning/anomaly-detection/ml-configuring-aggregation`,
+      anomalyDetection: `${ELASTIC_DOCS}explore-analyze/machine-learning/anomaly-detection`,
+      anomalyDetectionBucketSpan: `${ELASTIC_DOCS}explore-analyze/machine-learning/anomaly-detection/ml-ad-run-jobs#ml-ad-bucket-span`,
+      anomalyDetectionConfiguringCategories: `${ELASTIC_DOCS}explore-analyze/machine-learning/anomaly-detection/ml-configuring-categories`,
+      anomalyDetectionCardinality: `${ELASTIC_DOCS}explore-analyze/machine-learning/anomaly-detection/ml-ad-run-jobs#ml-ad-cardinality`,
+      anomalyDetectionCreateJobs: `${ELASTIC_DOCS}explore-analyze/machine-learning/anomaly-detection/ml-ad-run-jobs#ml-ad-create-job`,
+      anomalyDetectionDetectors: `${ELASTIC_DOCS}explore-analyze/machine-learning/anomaly-detection/ml-ad-run-jobs#ml-ad-detectors`,
+      anomalyDetectionFunctions: `${ELASTIC_DOCS}explore-analyze/machine-learning/anomaly-detection/ml-functions`,
+      anomalyDetectionInfluencers: `${ELASTIC_DOCS}explore-analyze/machine-learning/anomaly-detection/ml-ad-run-jobs#ml-ad-influencers`,
+      anomalyDetectionJobs: `${ELASTIC_DOCS}explore-analyze/machine-learning/anomaly-detection/ml-ad-finding-anomalies`,
+      anomalyDetectionJobResource: isServerless
+        ? `${ELASTICSEARCH_SERVERLESS_APIS}operation/operation-ml-put-job`
+        : `${ELASTICSEARCH_APIS}operation/operation-ml-put-job`,
+      anomalyDetectionJobResourceAnalysisConfig: isServerless
+        ? `${ELASTICSEARCH_SERVERLESS_APIS}operation/operation-ml-put-job`
+        : `${ELASTICSEARCH_APIS}operation/operation-ml-put-job`,
+      anomalyDetectionJobTips: `${ELASTIC_DOCS}explore-analyze/machine-learning/anomaly-detection/ml-ad-run-jobs`,
+      anomalyDetectionScoreExplanation: `${ELASTIC_DOCS}explore-analyze/machine-learning/anomaly-detection/ml-ad-explain`,
+      alertingRules: `${ELASTIC_DOCS}explore-analyze/machine-learning/anomaly-detection/ml-configuring-alerts`,
+      anomalyDetectionModelMemoryLimits: `${ELASTIC_DOCS}explore-analyze/machine-learning/anomaly-detection/ml-ad-run-jobs#ml-ad-model-memory-limits`,
+      calendars: `${ELASTIC_DOCS}explore-analyze/machine-learning/anomaly-detection/ml-ad-run-jobs#ml-ad-calendars`,
+      classificationEvaluation: `${ELASTIC_DOCS}explore-analyze/machine-learning/data-frame-analytics/ml-dfa-classification#ml-dfanalytics-classification-evaluation`,
+      customRules: `${ELASTIC_DOCS}explore-analyze/machine-learning/anomaly-detection/ml-ad-run-jobs#ml-ad-rules`,
+      customUrls: `${ELASTIC_DOCS}explore-analyze/machine-learning/anomaly-detection/ml-configuring-url`,
+      dataFrameAnalytics: `${ELASTIC_DOCS}explore-analyze/machine-learning/data-frame-analytics`,
+      dFAPrepareData: `${ELASTIC_DOCS}explore-analyze/machine-learning/data-frame-analytics/ml-dfa-overview#prepare-transform-data`,
+      dFAStartJob: isServerless
+        ? `${ELASTICSEARCH_SERVERLESS_APIS}operation/operation-ml-start-data-frame-analytics`
+        : `${ELASTICSEARCH_APIS}operation/operation-ml-start-data-frame-analytics`,
+      dFACreateJob: isServerless
+        ? `${ELASTICSEARCH_SERVERLESS_APIS}operation/operation-ml-put-data-frame-analytics`
+        : `${ELASTICSEARCH_APIS}operation/operation-ml-put-data-frame-analytics`,
+      featureImportance: `${ELASTIC_DOCS}explore-analyze/machine-learning/data-frame-analytics/ml-feature-importance`,
+      outlierDetectionRoc: `${ELASTIC_DOCS}explore-analyze/machine-learning/data-frame-analytics/ml-dfa-finding-outliers#ml-dfanalytics-roc`,
+      regressionEvaluation: `${ELASTIC_DOCS}explore-analyze/machine-learning/data-frame-analytics/ml-dfa-regression#ml-dfanalytics-regression-evaluation`,
+      classificationAucRoc: `${ELASTIC_DOCS}explore-analyze/machine-learning/data-frame-analytics/ml-dfa-classification#ml-dfanalytics-class-aucroc`,
+      setUpgradeMode: `${ELASTICSEARCH_APIS}operation/operation-ml-set-upgrade-mode`,
+      trainedModels: `${ELASTIC_DOCS}explore-analyze/machine-learning/data-frame-analytics/ml-trained-models`,
+      startTrainedModelsDeployment: `${ELASTIC_DOCS}explore-analyze/machine-learning/nlp/ml-nlp-deploy-model`,
+      logsAnomalyDetectionConfigs: `${ELASTIC_DOCS}reference/data-analysis/machine-learning/ootb-ml-jobs-logs-ui`,
+      metricsAnomalyDetectionConfigs: `${ELASTIC_DOCS}reference/data-analysis/machine-learning/ootb-ml-jobs-metrics-ui`,
+      nlpElser: `${ELASTIC_DOCS}explore-analyze/machine-learning/nlp/ml-nlp-elser`,
+      nlpE5: `${ELASTIC_DOCS}explore-analyze/machine-learning/nlp/ml-nlp-e5`,
+      nlpImportModel: `${ELASTIC_DOCS}explore-analyze/machine-learning/nlp/ml-nlp-import-model`,
     },
     transforms: {
-      guide: isServerless
-        ? `${SERVERLESS_DOCS}transforms.html`
-        : `${ELASTICSEARCH_DOCS}transforms.html`,
-      alertingRules: `${ELASTICSEARCH_DOCS}transform-alerts.html`,
-      overview: `${ELASTICSEARCH_DOCS}transform-overview.html`,
+      guide: `https://www.elastic.co/docs/explore-analyze/transforms`,
+      alertingRules: `https://www.elastic.co/docs/explore-analyze/transforms/transform-alerts`,
+      overview: `https://www.elastic.co/docs/explore-analyze/transforms/transform-overview`,
     },
     visualize: {
       guide: `${KIBANA_DOCS}_panels_and_visualizations.html`,
@@ -1019,7 +1025,9 @@ export const getDocLinks = ({ kibanaBranch, buildFlavor }: GetDocLinkOptions): D
       synonymsAPIDocumentation: `${ELASTIC_WEBSITE_URL}guide/en/elasticsearch/reference/current/synonyms-apis.html`,
     },
     queryRules: {
-      queryRulesAPIDocumentation: `${ELASTIC_WEBSITE_URL}docs/api/doc/elasticsearch/group/endpoint-query_rules`,
+      queryRulesAPIDocumentation: isServerless
+        ? `${ELASTICSEARCH_SERVERLESS_APIS}group/endpoint-query_rules`
+        : `${ELASTICSEARCH_APIS}group/endpoint-query_rules`,
     },
   });
 };
diff --git a/x-pack/platform/plugins/shared/ml/common/constants/messages.test.ts b/x-pack/platform/plugins/shared/ml/common/constants/messages.test.ts
index 4a93a553f6761..5f6190796a970 100644
--- a/x-pack/platform/plugins/shared/ml/common/constants/messages.test.ts
+++ b/x-pack/platform/plugins/shared/ml/common/constants/messages.test.ts
@@ -15,6 +15,10 @@ import {
   nonBasicIssuesMessages,
 } from './messages.test.mock';
 
+const BASE_URL_DOCS = 'https://www.elastic.co/docs';
+const BASE_URL_API = `${BASE_URL_DOCS}/api/doc/elasticsearch/operation`;
+const BASE_URL_EXPLORE = `${BASE_URL_DOCS}/explore-analyze/machine-learning/anomaly-detection`;
+
 describe('Constants: Messages parseMessages()', () => {
   const docLinksService = docLinksServiceMock.createStartContract();
 
@@ -25,14 +29,14 @@ describe('Constants: Messages parseMessages()', () => {
         id: 'job_id_valid',
         status: 'success',
         text: 'Lowercase alphanumeric (a-z and 0-9) characters, hyphens or underscores, starts and ends with an alphanumeric character, and is no more than 64 characters long.',
-        url: 'https://www.elastic.co/guide/en/elasticsearch/reference/mocked-test-branch/ml-put-job.html#ml-put-job-path-parms',
+        url: `${BASE_URL_API}/operation-ml-put-job`,
       },
       {
         heading: 'Detector functions',
         id: 'detectors_function_not_empty',
         status: 'success',
         text: 'Presence of detector functions validated in all detectors.',
-        url: 'https://www.elastic.co/guide/en/machine-learning/mocked-test-branch/ml-ad-run-jobs.html#ml-ad-detectors',
+        url: `${BASE_URL_EXPLORE}/ml-ad-run-jobs#ml-ad-detectors`,
       },
       {
         bucketSpan: '15m',
@@ -40,7 +44,7 @@ describe('Constants: Messages parseMessages()', () => {
         id: 'success_bucket_span',
         status: 'success',
         text: 'Format of "15m" is valid and passed validation checks.',
-        url: 'https://www.elastic.co/guide/en/machine-learning/mocked-test-branch/ml-ad-run-jobs.html#ml-ad-bucket-span',
+        url: `${BASE_URL_EXPLORE}/ml-ad-run-jobs#ml-ad-bucket-span`,
       },
       {
         heading: 'Time range',
@@ -53,7 +57,7 @@ describe('Constants: Messages parseMessages()', () => {
         id: 'success_mml',
         status: 'success',
         text: 'Valid and within the estimated model memory limit.',
-        url: 'https://www.elastic.co/guide/en/machine-learning/mocked-test-branch/ml-ad-run-jobs.html#ml-ad-model-memory-limits',
+        url: `${BASE_URL_EXPLORE}/ml-ad-run-jobs#ml-ad-model-memory-limits`,
       },
     ]);
   });
@@ -65,14 +69,14 @@ describe('Constants: Messages parseMessages()', () => {
         status: 'error',
         heading: 'Job ID',
         text: 'Job ID is invalid. It can contain lowercase alphanumeric (a-z and 0-9) characters, hyphens or underscores and must start and end with an alphanumeric character.',
-        url: 'https://www.elastic.co/guide/en/elasticsearch/reference/mocked-test-branch/ml-put-job.html#ml-put-job-path-parms',
+        url: `${BASE_URL_API}/operation-ml-put-job`,
       },
       {
         heading: 'Detector functions',
         id: 'detectors_function_not_empty',
         status: 'success',
         text: 'Presence of detector functions validated in all detectors.',
-        url: 'https://www.elastic.co/guide/en/machine-learning/mocked-test-branch/ml-ad-run-jobs.html#ml-ad-detectors',
+        url: `${BASE_URL_EXPLORE}/ml-ad-run-jobs#ml-ad-detectors`,
       },
       {
         bucketSpan: '15m',
@@ -80,7 +84,7 @@ describe('Constants: Messages parseMessages()', () => {
         id: 'bucket_span_valid',
         status: 'success',
         text: 'Format of "15m" is valid.',
-        url: 'https://www.elastic.co/guide/en/elasticsearch/reference/mocked-test-branch/ml-put-job.html#put-analysisconfig',
+        url: `${BASE_URL_API}/operation-ml-put-job`,
       },
       {
         id: 'skipped_extended_tests',
@@ -97,14 +101,14 @@ describe('Constants: Messages parseMessages()', () => {
         id: 'job_id_valid',
         status: 'success',
         text: 'Lowercase alphanumeric (a-z and 0-9) characters, hyphens or underscores, starts and ends with an alphanumeric character, and is no more than 64 characters long.',
-        url: 'https://www.elastic.co/guide/en/elasticsearch/reference/mocked-test-branch/ml-put-job.html#ml-put-job-path-parms',
+        url: `${BASE_URL_API}/operation-ml-put-job`,
       },
       {
         heading: 'Detector functions',
         id: 'detectors_function_not_empty',
         status: 'success',
         text: 'Presence of detector functions validated in all detectors.',
-        url: 'https://www.elastic.co/guide/en/machine-learning/mocked-test-branch/ml-ad-run-jobs.html#ml-ad-detectors',
+        url: `${BASE_URL_EXPLORE}/ml-ad-run-jobs#ml-ad-detectors`,
       },
       {
         id: 'cardinality_model_plot_high',
@@ -117,14 +121,14 @@ describe('Constants: Messages parseMessages()', () => {
         status: 'warning',
         heading: 'Partition field cardinality',
         text: 'Cardinality of partition_field "order_id" is above 1000 and might result in high memory usage.',
-        url: 'https://www.elastic.co/guide/en/machine-learning/mocked-test-branch/ml-ad-run-jobs.html#ml-ad-cardinality',
+        url: `${BASE_URL_EXPLORE}/ml-ad-run-jobs#ml-ad-cardinality`,
       },
       {
         heading: 'Bucket span',
         id: 'bucket_span_high',
         status: 'info',
         text: 'Bucket span is 1 day or more. Be aware that days are considered as UTC days, not local days.',
-        url: 'https://www.elastic.co/guide/en/machine-learning/mocked-test-branch/ml-ad-run-jobs.html#ml-ad-bucket-span',
+        url: `${BASE_URL_EXPLORE}/ml-ad-run-jobs#ml-ad-bucket-span`,
       },
       {
         bucketSpanCompareFactor: 25,
@@ -139,7 +143,7 @@ describe('Constants: Messages parseMessages()', () => {
         status: 'success',
         heading: 'Influencer configuration',
         text: 'Passed the validation checks.',
-        url: 'https://www.elastic.co/guide/en/machine-learning/mocked-test-branch/ml-ad-run-jobs.html#ml-ad-influencers',
+        url: `${BASE_URL_EXPLORE}/ml-ad-run-jobs#ml-ad-influencers`,
       },
       {
         id: 'half_estimated_mml_greater_than_mml',
@@ -147,7 +151,7 @@ describe('Constants: Messages parseMessages()', () => {
         status: 'warning',
         heading: 'Model memory limit',
         text: 'The specified model memory limit is less than half of the estimated model memory limit and will likely hit the hard limit.',
-        url: 'https://www.elastic.co/guide/en/machine-learning/mocked-test-branch/ml-ad-run-jobs.html#ml-ad-model-memory-limits',
+        url: `${BASE_URL_EXPLORE}/ml-ad-run-jobs#ml-ad-model-memory-limits`,
       },
       {
         id: 'missing_summary_count_field_name',