diff --git a/packages/kbn-doc-links/src/get_doc_links.ts b/packages/kbn-doc-links/src/get_doc_links.ts
index d9fbd1dfc8554..dc75ebee9a5eb 100644
--- a/packages/kbn-doc-links/src/get_doc_links.ts
+++ b/packages/kbn-doc-links/src/get_doc_links.ts
@@ -153,6 +153,7 @@ export const getDocLinks = ({ kibanaBranch }: GetDocLinkOptions): DocLinks => {
       licenseManagement: `${ENTERPRISE_SEARCH_DOCS}license-management.html`,
       machineLearningStart: `${ENTERPRISE_SEARCH_DOCS}machine-learning-start.html`,
       mailService: `${ENTERPRISE_SEARCH_DOCS}mailer-configuration.html`,
+      mlDocumentEnrichment: `${ENTERPRISE_SEARCH_DOCS}document-enrichment.html`,
       start: `${ENTERPRISE_SEARCH_DOCS}start.html`,
       syncRules: `${ENTERPRISE_SEARCH_DOCS}sync-rules.html`,
       troubleshootSetup: `${ENTERPRISE_SEARCH_DOCS}troubleshoot-setup.html`,
diff --git a/packages/kbn-doc-links/src/types.ts b/packages/kbn-doc-links/src/types.ts
index 92dc64e916644..efe5e95f238d0 100644
--- a/packages/kbn-doc-links/src/types.ts
+++ b/packages/kbn-doc-links/src/types.ts
@@ -138,6 +138,7 @@ export interface DocLinks {
     readonly licenseManagement: string;
     readonly machineLearningStart: string;
     readonly mailService: string;
+    readonly mlDocumentEnrichment: string;
     readonly start: string;
     readonly syncRules: string;
     readonly troubleshootSetup: string;
diff --git a/x-pack/plugins/enterprise_search/public/applications/enterprise_search_content/components/settings/settings.tsx b/x-pack/plugins/enterprise_search/public/applications/enterprise_search_content/components/settings/settings.tsx
index a1bbe6c39956f..840010d3aa219 100644
--- a/x-pack/plugins/enterprise_search/public/applications/enterprise_search_content/components/settings/settings.tsx
+++ b/x-pack/plugins/enterprise_search/public/applications/enterprise_search_content/components/settings/settings.tsx
@@ -12,6 +12,8 @@ import { useActions, useValues } from 'kea';
 import { EuiButton, EuiLink, EuiSpacer } from '@elastic/eui';
 import { i18n } from '@kbn/i18n';
 
+import { FormattedMessage } from '@kbn/i18n-react';
+
 import { docLinks } from '../../../shared/doc_links';
 import { EnterpriseSearchContentPageTemplate } from '../layout/page_template';
 
@@ -36,6 +38,21 @@ export const Settings: React.FC = () => {
         }),
       ]}
       pageHeader={{
+        description: (
+          <FormattedMessage
+            id="xpack.enterpriseSearch.content.settings.description"
+            defaultMessage="These settings apply to all new Elasticsearch indices created by Enterprise Search ingestion mechanisms. For API ingest-based indices, remember to include the pipeline when you ingest documents. These features are powered by {link}."
+            values={{
+              link: (
+                <EuiLink href={docLinks.ingestPipelines} target="_blank">
+                  {i18n.translate('xpack.enterpriseSearch.content.settings.ingestLink', {
+                    defaultMessage: 'ingest pipelines',
+                  })}
+                </EuiLink>
+              ),
+            }}
+          />
+        ),
         pageTitle: i18n.translate('xpack.enterpriseSearch.content.settings.headerTitle', {
           defaultMessage: 'Content Settings',
         }),
@@ -69,19 +86,12 @@ export const Settings: React.FC = () => {
           'xpack.enterpriseSearch.content.settings.contentExtraction.description',
           {
             defaultMessage:
-              'Allow all ingestion mechanisms on your Enterprise Search deployment to extract searchable content from binary files, like PDFs and Word documents. This setting applies to all new Elasticsearch indices created by an Enterprise Search ingestion mechanism.',
+              'Extract searchable content from binary files, like PDFs and Word documents.',
           }
         )}
         label={i18n.translate('xpack.enterpriseSearch.content.settings.contactExtraction.label', {
           defaultMessage: 'Content extraction',
         })}
-        link={
-          <EuiLink href={docLinks.ingestPipelines} target="_blank">
-            {i18n.translate('xpack.enterpriseSearch.content.settings.contactExtraction.link', {
-              defaultMessage: 'Learn more about content extraction',
-            })}
-          </EuiLink>
-        }
         onChange={() =>
           setPipeline({
             ...pipelineState,
@@ -105,13 +115,6 @@ export const Settings: React.FC = () => {
         label={i18n.translate('xpack.enterpriseSearch.content.settings.whitespaceReduction.label', {
           defaultMessage: 'Whitespace reduction',
         })}
-        link={
-          <EuiLink href={docLinks.ingestPipelines} external>
-            {i18n.translate('xpack.enterpriseSearch.content.settings.whitespaceReduction.link', {
-              defaultMessage: 'Learn more about whitespace reduction',
-            })}
-          </EuiLink>
-        }
         onChange={() =>
           setPipeline({
             ...pipelineState,
@@ -139,9 +142,9 @@ export const Settings: React.FC = () => {
           defaultMessage: 'ML Inference',
         })}
         link={
-          <EuiLink href={docLinks.ingestPipelines} target="_blank">
+          <EuiLink href={docLinks.mlDocumentEnrichment} target="_blank">
             {i18n.translate('xpack.enterpriseSearch.content.settings.mlInference.link', {
-              defaultMessage: 'Learn more about content extraction',
+              defaultMessage: 'Learn more about document enrichment with ML',
             })}
           </EuiLink>
         }
diff --git a/x-pack/plugins/enterprise_search/public/applications/enterprise_search_content/components/settings/settings_panel.tsx b/x-pack/plugins/enterprise_search/public/applications/enterprise_search_content/components/settings/settings_panel.tsx
index fc0f3cca3e06c..673861d80e6ef 100644
--- a/x-pack/plugins/enterprise_search/public/applications/enterprise_search_content/components/settings/settings_panel.tsx
+++ b/x-pack/plugins/enterprise_search/public/applications/enterprise_search_content/components/settings/settings_panel.tsx
@@ -21,7 +21,7 @@ import { i18n } from '@kbn/i18n';
 interface SettingsPanelProps {
   description: string;
   label: string;
-  link: React.ReactNode;
+  link?: React.ReactNode;
   onChange: (event: EuiSwitchEvent) => void;
   title: string;
   value: boolean;
@@ -61,7 +61,7 @@ export const SettingsPanel: React.FC<SettingsPanelProps> = ({
         <EuiFlexItem>
           <EuiSwitch checked={value} label={label} onChange={onChange} />
         </EuiFlexItem>
-        <EuiFlexItem grow={false}>{link}</EuiFlexItem>
+        {link && <EuiFlexItem grow={false}>{link}</EuiFlexItem>}
       </EuiFlexGroup>
     </EuiSplitPanel.Inner>
   </EuiSplitPanel.Outer>
diff --git a/x-pack/plugins/enterprise_search/public/applications/shared/doc_links/doc_links.ts b/x-pack/plugins/enterprise_search/public/applications/shared/doc_links/doc_links.ts
index 938aaa88d1bdf..cb6663eebf6ab 100644
--- a/x-pack/plugins/enterprise_search/public/applications/shared/doc_links/doc_links.ts
+++ b/x-pack/plugins/enterprise_search/public/applications/shared/doc_links/doc_links.ts
@@ -92,6 +92,7 @@ class DocLinks {
   public languageClients: string;
   public licenseManagement: string;
   public machineLearningStart: string;
+  public mlDocumentEnrichment: string;
   public pluginsIngestAttachment: string;
   public queryDsl: string;
   public searchUIAppSearch: string;
@@ -219,6 +220,7 @@ class DocLinks {
     this.languageClients = '';
     this.licenseManagement = '';
     this.machineLearningStart = '';
+    this.mlDocumentEnrichment = '';
     this.pluginsIngestAttachment = '';
     this.queryDsl = '';
     this.searchUIAppSearch = '';
@@ -340,6 +342,7 @@ class DocLinks {
     this.languageClients = docLinks.links.enterpriseSearch.languageClients;
     this.licenseManagement = docLinks.links.enterpriseSearch.licenseManagement;
     this.machineLearningStart = docLinks.links.enterpriseSearch.machineLearningStart;
+    this.mlDocumentEnrichment = docLinks.links.enterpriseSearch.mlDocumentEnrichment;
     this.pluginsIngestAttachment = docLinks.links.plugins.ingestAttachment;
     this.queryDsl = docLinks.links.query.queryDsl;
     this.searchUIAppSearch = docLinks.links.searchUI.appSearch;
diff --git a/x-pack/plugins/translations/translations/fr-FR.json b/x-pack/plugins/translations/translations/fr-FR.json
index d09b84345903e..f6610dba543b2 100644
--- a/x-pack/plugins/translations/translations/fr-FR.json
+++ b/x-pack/plugins/translations/translations/fr-FR.json
@@ -12711,7 +12711,6 @@
     "xpack.enterpriseSearch.content.searchIndices.syncStatus.columnTitle": "Statut",
     "xpack.enterpriseSearch.content.settings.breadcrumb": "Paramètres",
     "xpack.enterpriseSearch.content.settings.contactExtraction.label": "Extraction du contenu",
-    "xpack.enterpriseSearch.content.settings.contactExtraction.link": "En savoir plus sur l'extraction de contenu",
     "xpack.enterpriseSearch.content.settings.contentExtraction.description": "Autoriser tous les mécanismes d'ingestion de votre déploiement Enterprise Search à extraire le contenu interrogeable des fichiers binaires tels que les documents PDF et Word. Ce paramètre s'applique à tous les nouveaux index Elasticsearch créés par un mécanisme d'ingestion Enterprise Search.",
     "xpack.enterpriseSearch.content.settings.contentExtraction.descriptionTwo": "Vous pouvez également activer ou désactiver cette fonctionnalité pour un index spécifique sur la page de configuration de l'index.",
     "xpack.enterpriseSearch.content.settings.contentExtraction.title": "Extraction de contenu de l'ensemble du déploiement",
@@ -12725,7 +12724,6 @@
     "xpack.enterpriseSearch.content.settings.whitespaceReduction.deploymentHeaderTitle": "Réduction d'espaces sur l'ensemble du déploiement",
     "xpack.enterpriseSearch.content.settings.whiteSpaceReduction.description": "La réduction d'espaces supprimera le contenu de texte intégral des espaces par défaut.",
     "xpack.enterpriseSearch.content.settings.whitespaceReduction.label": "Réduction d'espaces",
-    "xpack.enterpriseSearch.content.settings.whitespaceReduction.link": "En savoir plus sur la réduction d'espaces",
     "xpack.enterpriseSearch.content.shared.result.header.metadata.deleteDocument": "Supprimer le document",
     "xpack.enterpriseSearch.content.shared.result.header.metadata.title": "Métadonnées du document",
     "xpack.enterpriseSearch.content.sources.basicRulesTable.includeEverythingMessage": "Inclure tout le reste à partir de cette source",
diff --git a/x-pack/plugins/translations/translations/ja-JP.json b/x-pack/plugins/translations/translations/ja-JP.json
index 0fc77aa25087d..91baf79cfaaa0 100644
--- a/x-pack/plugins/translations/translations/ja-JP.json
+++ b/x-pack/plugins/translations/translations/ja-JP.json
@@ -12710,7 +12710,6 @@
     "xpack.enterpriseSearch.content.searchIndices.syncStatus.columnTitle": "ステータス",
     "xpack.enterpriseSearch.content.settings.breadcrumb": "設定",
     "xpack.enterpriseSearch.content.settings.contactExtraction.label": "コンテンツ抽出",
-    "xpack.enterpriseSearch.content.settings.contactExtraction.link": "コンテンツ抽出の詳細",
     "xpack.enterpriseSearch.content.settings.contentExtraction.description": "エンタープライズ サーチデプロイですべてのインジェストメソッドで、PDFやWordドキュメントなどのバイナリファイルから検索可能なコンテンツを抽出できます。この設定は、エンタープライズ サーチインジェストメカニズムで作成されたすべての新しいElasticsearchインデックスに適用されます。",
     "xpack.enterpriseSearch.content.settings.contentExtraction.descriptionTwo": "インデックスの構成ページで、特定のインデックスに対して、この機能を有効化または無効化することもできます。",
     "xpack.enterpriseSearch.content.settings.contentExtraction.title": "デプロイレベルのコンテンツ抽出",
@@ -12724,7 +12723,6 @@
     "xpack.enterpriseSearch.content.settings.whitespaceReduction.deploymentHeaderTitle": "デプロイレベルの空白削除",
     "xpack.enterpriseSearch.content.settings.whiteSpaceReduction.description": "空白削除では、デフォルトで全文コンテンツから空白を削除します。",
     "xpack.enterpriseSearch.content.settings.whitespaceReduction.label": "空白削除",
-    "xpack.enterpriseSearch.content.settings.whitespaceReduction.link": "空白削除の詳細",
     "xpack.enterpriseSearch.content.shared.result.header.metadata.deleteDocument": "ドキュメントを削除",
     "xpack.enterpriseSearch.content.shared.result.header.metadata.title": "ドキュメントメタデータ",
     "xpack.enterpriseSearch.content.sources.basicRulesTable.includeEverythingMessage": "このソースの他のすべての項目を含める",
diff --git a/x-pack/plugins/translations/translations/zh-CN.json b/x-pack/plugins/translations/translations/zh-CN.json
index 1ce46a2242307..ed0f6a5c2fedb 100644
--- a/x-pack/plugins/translations/translations/zh-CN.json
+++ b/x-pack/plugins/translations/translations/zh-CN.json
@@ -12711,7 +12711,6 @@
     "xpack.enterpriseSearch.content.searchIndices.syncStatus.columnTitle": "状态",
     "xpack.enterpriseSearch.content.settings.breadcrumb": "设置",
     "xpack.enterpriseSearch.content.settings.contactExtraction.label": "内容提取",
-    "xpack.enterpriseSearch.content.settings.contactExtraction.link": "详细了解内容提取",
     "xpack.enterpriseSearch.content.settings.contentExtraction.description": "允许您的 Enterprise Search 部署上的所有采集机制从 PDF 和 Word 文档等二进制文件中提取可搜索内容。此设置适用于由 Enterprise Search 采集机制创建的所有新 Elasticsearch 索引。",
     "xpack.enterpriseSearch.content.settings.contentExtraction.descriptionTwo": "您还可以在索引的配置页面针对特定索引启用或禁用此功能。",
     "xpack.enterpriseSearch.content.settings.contentExtraction.title": "部署广泛内容提取",
@@ -12725,7 +12724,6 @@
     "xpack.enterpriseSearch.content.settings.whitespaceReduction.deploymentHeaderTitle": "部署广泛的空白缩减",
     "xpack.enterpriseSearch.content.settings.whiteSpaceReduction.description": "默认情况下，空白缩减将清除空白的全文本内容。",
     "xpack.enterpriseSearch.content.settings.whitespaceReduction.label": "空白缩减",
-    "xpack.enterpriseSearch.content.settings.whitespaceReduction.link": "详细了解空白缩减",
     "xpack.enterpriseSearch.content.shared.result.header.metadata.deleteDocument": "删除文档",
     "xpack.enterpriseSearch.content.shared.result.header.metadata.title": "文档元数据",
     "xpack.enterpriseSearch.content.sources.basicRulesTable.includeEverythingMessage": "包括来自此源的所有其他内容",