diff --git a/x-pack/plugins/ml/public/application/components/data_grid/feature_importance/decision_path_popover.tsx b/x-pack/plugins/ml/public/application/components/data_grid/feature_importance/decision_path_popover.tsx
index 40fcd1a6d316e..46982c7553c30 100644
--- a/x-pack/plugins/ml/public/application/components/data_grid/feature_importance/decision_path_popover.tsx
+++ b/x-pack/plugins/ml/public/application/components/data_grid/feature_importance/decision_path_popover.tsx
@@ -54,7 +54,7 @@ export const DecisionPathPopover: FC<DecisionPathPopoverProps> = ({
   const {
     services: { docLinks },
   } = useMlKibana();
-  const { ELASTIC_WEBSITE_URL, DOC_LINK_VERSION } = docLinks;
+  const docLink = docLinks.links.ml.featureImportance;
 
   if (featureImportance.length < 2) {
     return <DecisionPathJSONViewer featureImportance={featureImportance} />;
@@ -106,10 +106,7 @@ export const DecisionPathPopover: FC<DecisionPathPopoverProps> = ({
               values={{
                 predictionFieldName,
                 linkedFeatureImportanceValues: (
-                  <EuiLink
-                    href={`${ELASTIC_WEBSITE_URL}guide/en/machine-learning/${DOC_LINK_VERSION}/ml-feature-importance.html`}
-                    target="_blank"
-                  >
+                  <EuiLink href={docLink} target="_blank">
                     <FormattedMessage
                       id="xpack.ml.dataframe.analytics.explorationResults.linkedFeatureImportanceValues"
                       defaultMessage="feature importance values"
diff --git a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/advanced_step/advanced_step_form.tsx b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/advanced_step/advanced_step_form.tsx
index 85bd5618300fe..ad93f6bda664d 100644
--- a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/advanced_step/advanced_step_form.tsx
+++ b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/advanced_step/advanced_step_form.tsx
@@ -50,18 +50,14 @@ const numClassesTypeMessage = (
   />
 );
 
-function getZeroClassesMessage(elasaticUrl: string, version: string) {
+function getZeroClassesMessage(elasticUrl: string) {
   return (
     <FormattedMessage
       id="xpack.ml.dataframe.analytics.create.zeroClassesMessage"
       defaultMessage="To evaluate the {wikiLink}, select all classes or a value greater than the total number of categories."
       values={{
         wikiLink: (
-          <EuiLink
-            href={`${elasaticUrl}guide/en/machine-learning/${version}/ml-dfanalytics-evaluate.html#ml-dfanalytics-roc`}
-            target="_blank"
-            external
-          >
+          <EuiLink href={elasticUrl} target="_blank" external>
             {i18n.translate('xpack.ml.dataframe.analytics.create.aucRocLabel', {
               defaultMessage: 'AUC ROC',
             })}
@@ -136,7 +132,7 @@ export const AdvancedStepForm: FC<CreateAnalyticsStepProps> = ({
   const {
     services: { docLinks },
   } = useMlKibana();
-  const { ELASTIC_WEBSITE_URL, DOC_LINK_VERSION } = docLinks;
+  const classAucRocDocLink = docLinks.links.ml.classificationAucRoc;
 
   const { setEstimatedModelMemoryLimit, setFormState } = actions;
   const { form, isJobCreated, estimatedModelMemoryLimit } = state;
@@ -422,9 +418,7 @@ export const AdvancedStepForm: FC<CreateAnalyticsStepProps> = ({
               helpText={getTopClassesHelpText(selectedNumTopClasses)}
               isInvalid={selectedNumTopClasses === 0 || selectedNumTopClassesIsInvalid}
               error={[
-                ...(selectedNumTopClasses === 0
-                  ? [getZeroClassesMessage(ELASTIC_WEBSITE_URL, DOC_LINK_VERSION)]
-                  : []),
+                ...(selectedNumTopClasses === 0 ? [getZeroClassesMessage(classAucRocDocLink)] : []),
                 ...(selectedNumTopClassesIsInvalid ? [numClassesTypeMessage] : []),
               ]}
             >
diff --git a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_exploration/components/classification_exploration/evaluate_panel.tsx b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_exploration/components/classification_exploration/evaluate_panel.tsx
index 469ded8dfe4ae..8009cda455e51 100644
--- a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_exploration/components/classification_exploration/evaluate_panel.tsx
+++ b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_exploration/components/classification_exploration/evaluate_panel.tsx
@@ -272,7 +272,7 @@ export const EvaluatePanel: FC<EvaluatePanelProps> = ({ jobConfig, jobStatus, se
     return <span>{columnId === ACTUAL_CLASS_ID ? cellValue : accuracy}</span>;
   };
 
-  const { ELASTIC_WEBSITE_URL, DOC_LINK_VERSION } = docLinks;
+  const docLink = docLinks.links.ml.classificationEvaluation;
 
   const showTrailingColumns = columnsData.length > MAX_COLUMNS;
   const extraColumns = columnsData.length - MAX_COLUMNS;
@@ -300,7 +300,7 @@ export const EvaluatePanel: FC<EvaluatePanelProps> = ({ jobConfig, jobStatus, se
             iconType="help"
             iconSide="left"
             color="primary"
-            href={`${ELASTIC_WEBSITE_URL}guide/en/machine-learning/${DOC_LINK_VERSION}/ml-dfanalytics-evaluate.html#ml-dfanalytics-classification`}
+            href={docLink}
           >
             {i18n.translate(
               'xpack.ml.dataframe.analytics.classificationExploration.classificationDocsLink',
diff --git a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_exploration/components/regression_exploration/evaluate_panel.tsx b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_exploration/components/regression_exploration/evaluate_panel.tsx
index 123c84d59db2d..91d467a98ae35 100644
--- a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_exploration/components/regression_exploration/evaluate_panel.tsx
+++ b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_exploration/components/regression_exploration/evaluate_panel.tsx
@@ -61,7 +61,7 @@ export const EvaluatePanel: FC<Props> = ({ jobConfig, jobStatus, searchQuery })
   const {
     services: { docLinks },
   } = useMlKibana();
-  const { ELASTIC_WEBSITE_URL, DOC_LINK_VERSION } = docLinks;
+  const docLink = docLinks.links.ml.regressionEvaluation;
   const [trainingEval, setTrainingEval] = useState<Eval>(defaultEval);
   const [generalizationEval, setGeneralizationEval] = useState<Eval>(defaultEval);
   const [isLoadingTraining, setIsLoadingTraining] = useState<boolean>(false);
@@ -236,7 +236,7 @@ export const EvaluatePanel: FC<Props> = ({ jobConfig, jobStatus, searchQuery })
             iconType="help"
             iconSide="left"
             color="primary"
-            href={`${ELASTIC_WEBSITE_URL}guide/en/machine-learning/${DOC_LINK_VERSION}/ml-dfanalytics-evaluate.html#ml-dfanalytics-regression-evaluation`}
+            href={docLink}
           >
             {i18n.translate(
               'xpack.ml.dataframe.analytics.regressionExploration.regressionDocsLink',
diff --git a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_exploration/components/total_feature_importance_summary/feature_importance_summary.tsx b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_exploration/components/total_feature_importance_summary/feature_importance_summary.tsx
index 96b2cc7da2309..53802098424e5 100644
--- a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_exploration/components/total_feature_importance_summary/feature_importance_summary.tsx
+++ b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_exploration/components/total_feature_importance_summary/feature_importance_summary.tsx
@@ -191,7 +191,7 @@ export const FeatureImportanceSummaryPanel: FC<FeatureImportanceSummaryPanelProp
     return [sortedData, _barSeriesSpec, _showLegend, _chartHeight];
   }, [totalFeatureImportance]);
 
-  const { ELASTIC_WEBSITE_URL, DOC_LINK_VERSION } = docLinks;
+  const docLink = docLinks.links.ml.featureImportance;
   const tickFormatter = useCallback((d) => Number(d.toPrecision(3)).toString(), []);
 
   // do not expand by default if no feature importance data
@@ -256,7 +256,7 @@ export const FeatureImportanceSummaryPanel: FC<FeatureImportanceSummaryPanelProp
             iconType="help"
             iconSide="left"
             color="primary"
-            href={`${ELASTIC_WEBSITE_URL}guide/en/machine-learning/${DOC_LINK_VERSION}/ml-feature-importance.html`}
+            href={docLink}
           >
             <FormattedMessage
               id="xpack.ml.dataframe.analytics.exploration.featureImportanceDocsLink"
diff --git a/x-pack/plugins/ml/public/application/jobs/new_job/pages/components/job_details_step/components/additional_section/components/calendars/description.tsx b/x-pack/plugins/ml/public/application/jobs/new_job/pages/components/job_details_step/components/additional_section/components/calendars/description.tsx
index 76a716fcbec26..089fb48df0269 100644
--- a/x-pack/plugins/ml/public/application/jobs/new_job/pages/components/job_details_step/components/additional_section/components/calendars/description.tsx
+++ b/x-pack/plugins/ml/public/application/jobs/new_job/pages/components/job_details_step/components/additional_section/components/calendars/description.tsx
@@ -14,8 +14,7 @@ export const Description: FC = memo(({ children }) => {
   const {
     services: { docLinks },
   } = useMlKibana();
-  const { ELASTIC_WEBSITE_URL, DOC_LINK_VERSION } = docLinks;
-  const docsUrl = `${ELASTIC_WEBSITE_URL}guide/en/machine-learning/${DOC_LINK_VERSION}/ml-calendars.html`;
+  const docsUrl = docLinks.links.ml.calendars;
   const title = i18n.translate(
     'xpack.ml.newJob.wizard.jobDetailsStep.additionalSection.calendarsSelection.title',
     {
diff --git a/x-pack/plugins/ml/public/application/jobs/new_job/pages/components/job_details_step/components/additional_section/components/custom_urls/description.tsx b/x-pack/plugins/ml/public/application/jobs/new_job/pages/components/job_details_step/components/additional_section/components/custom_urls/description.tsx
index 40974418b09b1..c1b595d6b2579 100644
--- a/x-pack/plugins/ml/public/application/jobs/new_job/pages/components/job_details_step/components/additional_section/components/custom_urls/description.tsx
+++ b/x-pack/plugins/ml/public/application/jobs/new_job/pages/components/job_details_step/components/additional_section/components/custom_urls/description.tsx
@@ -14,8 +14,7 @@ export const Description: FC = memo(({ children }) => {
   const {
     services: { docLinks },
   } = useMlKibana();
-  const { ELASTIC_WEBSITE_URL, DOC_LINK_VERSION } = docLinks;
-  const docsUrl = `${ELASTIC_WEBSITE_URL}guide/en/machine-learning/${DOC_LINK_VERSION}/ml-configuring-url.html`;
+  const docsUrl = docLinks.links.ml.customUrls;
   const title = i18n.translate(
     'xpack.ml.newJob.wizard.jobDetailsStep.additionalSection.customUrls.title',
     {
diff --git a/x-pack/plugins/ml/public/application/jobs/new_job/pages/components/pick_fields_step/components/summary_count_field/description.tsx b/x-pack/plugins/ml/public/application/jobs/new_job/pages/components/pick_fields_step/components/summary_count_field/description.tsx
index a09b6540e101f..f50308f060c89 100644
--- a/x-pack/plugins/ml/public/application/jobs/new_job/pages/components/pick_fields_step/components/summary_count_field/description.tsx
+++ b/x-pack/plugins/ml/public/application/jobs/new_job/pages/components/pick_fields_step/components/summary_count_field/description.tsx
@@ -22,8 +22,7 @@ export const Description: FC<Props> = memo(({ children, validation }) => {
   const {
     services: { docLinks },
   } = useMlKibana();
-  const { ELASTIC_WEBSITE_URL, DOC_LINK_VERSION } = docLinks;
-  const docsUrl = `${ELASTIC_WEBSITE_URL}guide/en/machine-learning/${DOC_LINK_VERSION}/ml-configuring-aggregation.html`;
+  const docsUrl = docLinks.links.ml.aggregations;
   return (
     <EuiDescribedFormGroup
       title={<h3>{title}</h3>}