diff --git a/x-pack/plugins/aiops/public/application/utils/time_series_dataview_check.tsx b/x-pack/plugins/aiops/public/application/utils/time_series_dataview_check.tsx
new file mode 100644
index 00000000000000..2d879534dd9ff7
--- /dev/null
+++ b/x-pack/plugins/aiops/public/application/utils/time_series_dataview_check.tsx
@@ -0,0 +1,50 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License
+ * 2.0; you may not use this file except in compliance with the Elastic License
+ * 2.0.
+ */
+
+import React from 'react';
+
+import { EuiCallOut } from '@elastic/eui';
+
+import type { DataView } from '@kbn/data-views-plugin/common';
+import { i18n } from '@kbn/i18n';
+
+export function timeSeriesDataViewWarning(
+  dataView: DataView,
+  feature: 'change_point_detection' | 'log_categorization' | 'explain_log_rate_spikes'
+) {
+  if (dataView.isTimeBased()) {
+    return null;
+  }
+
+  let description = '';
+  if (feature === 'change_point_detection') {
+    description = i18n.translate('xpack.aiops.changePointTimeSeriesWarning.description', {
+      defaultMessage: 'Change point detection only runs over time-based indices.',
+    });
+  } else if (feature === 'log_categorization') {
+    description = i18n.translate('xpack.aiops.logCategorizationTimeSeriesWarning.description', {
+      defaultMessage: 'Log pattern analysis only runs over time-based indices.',
+    });
+  } else if (feature === 'explain_log_rate_spikes') {
+    description = i18n.translate('xpack.aiops.logRateSpikesTimeSeriesWarning.description', {
+      defaultMessage: 'Log rate spikes only runs over time-based indices.',
+    });
+  }
+
+  return (
+    <EuiCallOut
+      title={i18n.translate('xpack.aiops.dataViewNotBasedOnTimeSeriesWarning.title', {
+        defaultMessage: 'The data view "{dataViewTitle}" is not based on a time series.',
+        values: { dataViewTitle: dataView.getName() },
+      })}
+      color="danger"
+      iconType="warning"
+    >
+      <p>{description}</p>
+    </EuiCallOut>
+  );
+}
diff --git a/x-pack/plugins/aiops/public/components/change_point_detection/change_point_detection_root.tsx b/x-pack/plugins/aiops/public/components/change_point_detection/change_point_detection_root.tsx
index b2b2599ee6995f..d70b35b6a33d1d 100644
--- a/x-pack/plugins/aiops/public/components/change_point_detection/change_point_detection_root.tsx
+++ b/x-pack/plugins/aiops/public/components/change_point_detection/change_point_detection_root.tsx
@@ -8,7 +8,7 @@
 import React, { FC } from 'react';
 import { pick } from 'lodash';
 
-import { EuiCallOut, EuiSpacer } from '@elastic/eui';
+import { EuiSpacer } from '@elastic/eui';
 
 import { DataView } from '@kbn/data-views-plugin/common';
 import type { SavedSearch } from '@kbn/saved-search-plugin/public';
@@ -19,7 +19,6 @@ import { DatePickerContextProvider } from '@kbn/ml-date-picker';
 import { UI_SETTINGS } from '@kbn/data-plugin/common';
 import { toMountPoint, wrapWithTheme } from '@kbn/kibana-react-plugin/public';
 
-import { i18n } from '@kbn/i18n';
 import { DataSourceContext } from '../../hooks/use_data_source';
 import { AiopsAppContext, AiopsAppDependencies } from '../../hooks/use_aiops_app_context';
 import { AIOPS_STORAGE_KEYS } from '../../types/storage';
@@ -28,6 +27,7 @@ import { PageHeader } from '../page_header';
 
 import { ChangePointDetectionPage } from './change_point_detection_page';
 import { ChangePointDetectionContextProvider } from './change_point_detection_context';
+import { timeSeriesDataViewWarning } from '../../application/utils/time_series_dataview_check';
 
 const localStorage = new Storage(window.localStorage);
 
@@ -49,23 +49,10 @@ export const ChangePointDetectionAppState: FC<ChangePointDetectionAppStateProps>
     uiSettingsKeys: UI_SETTINGS,
   };
 
-  if (!dataView.isTimeBased()) {
-    return (
-      <EuiCallOut
-        title={i18n.translate('xpack.aiops.index.dataViewNotBasedOnTimeSeriesNotificationTitle', {
-          defaultMessage: 'The data view "{dataViewTitle}" is not based on a time series.',
-          values: { dataViewTitle: dataView.getName() },
-        })}
-        color="danger"
-        iconType="warning"
-      >
-        <p>
-          {i18n.translate('xpack.aiops.index.changePointTimeSeriesNotificationDescription', {
-            defaultMessage: 'Change point detection only runs over time-based indices.',
-          })}
-        </p>
-      </EuiCallOut>
-    );
+  const warning = timeSeriesDataViewWarning(dataView, 'change_point_detection');
+
+  if (warning !== null) {
+    return <>{warning}</>;
   }
 
   return (
diff --git a/x-pack/plugins/aiops/public/components/explain_log_rate_spikes/explain_log_rate_spikes_app_state.tsx b/x-pack/plugins/aiops/public/components/explain_log_rate_spikes/explain_log_rate_spikes_app_state.tsx
index 88a8cf0bc33dc7..f60386049b86bf 100644
--- a/x-pack/plugins/aiops/public/components/explain_log_rate_spikes/explain_log_rate_spikes_app_state.tsx
+++ b/x-pack/plugins/aiops/public/components/explain_log_rate_spikes/explain_log_rate_spikes_app_state.tsx
@@ -8,9 +8,6 @@
 import React, { FC } from 'react';
 import { pick } from 'lodash';
 
-import { EuiCallOut } from '@elastic/eui';
-
-import { i18n } from '@kbn/i18n';
 import type { SavedSearch } from '@kbn/saved-search-plugin/public';
 import type { DataView } from '@kbn/data-views-plugin/public';
 import { StorageContextProvider } from '@kbn/ml-local-storage';
@@ -28,6 +25,7 @@ import { AIOPS_STORAGE_KEYS } from '../../types/storage';
 import { SpikeAnalysisTableRowStateProvider } from '../spike_analysis_table/spike_analysis_table_row_provider';
 
 import { ExplainLogRateSpikesPage } from './explain_log_rate_spikes_page';
+import { timeSeriesDataViewWarning } from '../../application/utils/time_series_dataview_check';
 
 const localStorage = new Storage(window.localStorage);
 
@@ -50,23 +48,10 @@ export const ExplainLogRateSpikesAppState: FC<ExplainLogRateSpikesAppStateProps>
 }) => {
   if (!dataView) return null;
 
-  if (!dataView.isTimeBased()) {
-    return (
-      <EuiCallOut
-        title={i18n.translate('xpack.aiops.index.dataViewNotBasedOnTimeSeriesNotificationTitle', {
-          defaultMessage: 'The data view "{dataViewTitle}" is not based on a time series.',
-          values: { dataViewTitle: dataView.getName() },
-        })}
-        color="danger"
-        iconType="warning"
-      >
-        <p>
-          {i18n.translate('xpack.aiops.index.dataViewNotBasedOnTimeSeriesNotificationDescription', {
-            defaultMessage: 'Log rate spike analysis only runs over time-based indices.',
-          })}
-        </p>
-      </EuiCallOut>
-    );
+  const warning = timeSeriesDataViewWarning(dataView, 'explain_log_rate_spikes');
+
+  if (warning !== null) {
+    return <>{warning}</>;
   }
 
   const datePickerDeps = {
diff --git a/x-pack/plugins/aiops/public/components/explain_log_rate_spikes/explain_log_rate_spikes_content/explain_log_rate_spikes_content_wrapper.tsx b/x-pack/plugins/aiops/public/components/explain_log_rate_spikes/explain_log_rate_spikes_content/explain_log_rate_spikes_content_wrapper.tsx
index 49409ecfd8dd11..ad9eac2725ebb4 100644
--- a/x-pack/plugins/aiops/public/components/explain_log_rate_spikes/explain_log_rate_spikes_content/explain_log_rate_spikes_content_wrapper.tsx
+++ b/x-pack/plugins/aiops/public/components/explain_log_rate_spikes/explain_log_rate_spikes_content/explain_log_rate_spikes_content_wrapper.tsx
@@ -10,10 +10,8 @@ import { pick } from 'lodash';
 import type { Moment } from 'moment';
 
 import type * as estypes from '@elastic/elasticsearch/lib/api/typesWithBodyKey';
-import { EuiCallOut } from '@elastic/eui';
 
 import type { WindowParameters } from '@kbn/aiops-utils';
-import { i18n } from '@kbn/i18n';
 import type { DataView } from '@kbn/data-views-plugin/public';
 import { StorageContextProvider } from '@kbn/ml-local-storage';
 import { UrlStateProvider } from '@kbn/ml-url-state';
@@ -22,6 +20,7 @@ import { DatePickerContextProvider } from '@kbn/ml-date-picker';
 import { UI_SETTINGS } from '@kbn/data-plugin/common';
 import { toMountPoint, wrapWithTheme } from '@kbn/kibana-react-plugin/public';
 
+import { timeSeriesDataViewWarning } from '../../../application/utils/time_series_dataview_check';
 import { AiopsAppContext, type AiopsAppDependencies } from '../../../hooks/use_aiops_app_context';
 import { DataSourceContext } from '../../../hooks/use_data_source';
 import { AIOPS_STORAGE_KEYS } from '../../../types/storage';
@@ -68,23 +67,10 @@ export const ExplainLogRateSpikesContentWrapper: FC<ExplainLogRateSpikesContentW
 }) => {
   if (!dataView) return null;
 
-  if (!dataView.isTimeBased()) {
-    return (
-      <EuiCallOut
-        title={i18n.translate('xpack.aiops.index.dataViewNotBasedOnTimeSeriesNotificationTitle', {
-          defaultMessage: 'The data view "{dataViewTitle}" is not based on a time series.',
-          values: { dataViewTitle: dataView.getName() },
-        })}
-        color="danger"
-        iconType="warning"
-      >
-        <p>
-          {i18n.translate('xpack.aiops.index.dataViewNotBasedOnTimeSeriesNotificationDescription', {
-            defaultMessage: 'Log rate spike analysis only runs over time-based indices.',
-          })}
-        </p>
-      </EuiCallOut>
-    );
+  const warning = timeSeriesDataViewWarning(dataView, 'explain_log_rate_spikes');
+
+  if (warning !== null) {
+    return <>{warning}</>;
   }
 
   const datePickerDeps = {
diff --git a/x-pack/plugins/aiops/public/components/log_categorization/log_categorization_app_state.tsx b/x-pack/plugins/aiops/public/components/log_categorization/log_categorization_app_state.tsx
index 346610886e96c2..faa2c4e1b9e7b8 100644
--- a/x-pack/plugins/aiops/public/components/log_categorization/log_categorization_app_state.tsx
+++ b/x-pack/plugins/aiops/public/components/log_categorization/log_categorization_app_state.tsx
@@ -22,6 +22,7 @@ import { AIOPS_STORAGE_KEYS } from '../../types/storage';
 import { AiopsAppContext } from '../../hooks/use_aiops_app_context';
 
 import { LogCategorizationPage } from './log_categorization_page';
+import { timeSeriesDataViewWarning } from '../../application/utils/time_series_dataview_check';
 
 const localStorage = new Storage(window.localStorage);
 
@@ -36,6 +37,14 @@ export const LogCategorizationAppState: FC<LogCategorizationAppStateProps> = ({
   savedSearch,
   appDependencies,
 }) => {
+  if (!dataView) return null;
+
+  const warning = timeSeriesDataViewWarning(dataView, 'log_categorization');
+
+  if (warning !== null) {
+    return <>{warning}</>;
+  }
+
   const datePickerDeps = {
     ...pick(appDependencies, ['data', 'http', 'notifications', 'theme', 'uiSettings']),
     toMountPoint,
diff --git a/x-pack/plugins/translations/translations/fr-FR.json b/x-pack/plugins/translations/translations/fr-FR.json
index 7fc5e59ceb046c..ea5416357e6d3e 100644
--- a/x-pack/plugins/translations/translations/fr-FR.json
+++ b/x-pack/plugins/translations/translations/fr-FR.json
@@ -7091,7 +7091,6 @@
     "xpack.aiops.explainLogRateSpikes.spikeAnalysisTableGroups.groupItemsInfo": "Affichage de {valuesBadges} éléments sur {count}.",
     "xpack.aiops.explainLogRateSpikes.spikeAnalysisTableGroups.groupUniqueItemsInfo": "{count, plural, one {# élément} many {Éléments #} other {Éléments #}} unique(s) à ce groupe.",
     "xpack.aiops.index.dataLoader.internalServerErrorMessage": "Erreur lors du chargement des données dans l'index {index}. {message}. La requête a peut-être expiré. Essayez d'utiliser un échantillon d'une taille inférieure ou de réduire la plage temporelle.",
-    "xpack.aiops.index.dataViewNotBasedOnTimeSeriesNotificationTitle": "La vue de données \"{dataViewTitle}\" n'est pas basée sur une série temporelle.",
     "xpack.aiops.index.dataViewWithoutMetricNotificationTitle": "La vue de données \"{dataViewTitle}\" ne contient aucun champ d'indicateurs.",
     "xpack.aiops.index.errorLoadingDataMessage": "Erreur lors du chargement des données dans l'index {index}. {message}.",
     "xpack.aiops.logCategorization.counts": "{count} modèles trouvés",
@@ -7193,8 +7192,6 @@
     "xpack.aiops.fieldContextPopover.descriptionTooltipContent": "Afficher les principales valeurs de champ",
     "xpack.aiops.fieldContextPopover.notTopTenValueMessage": "Le terme sélectionné n'est pas dans le top 10",
     "xpack.aiops.fieldContextPopover.topFieldValuesAriaLabel": "Afficher les principales valeurs de champ",
-    "xpack.aiops.index.changePointTimeSeriesNotificationDescription": "La détection des points de modification ne s'exécute que sur des index temporels.",
-    "xpack.aiops.index.dataViewNotBasedOnTimeSeriesNotificationDescription": "L'analyse des pics de taux de log ne fonctionne que sur des index temporels.",
     "xpack.aiops.index.dataViewWithoutMetricNotificationDescription": "La détection des points de modification peut être exécutée uniquement sur des vues de données possédant un champ d'indicateur.",
     "xpack.aiops.logCategorization.categoryFieldSelect": "Champ de catégorie",
     "xpack.aiops.logCategorization.chartPointsSplitLabel": "Modèle sélectionné",
diff --git a/x-pack/plugins/translations/translations/ja-JP.json b/x-pack/plugins/translations/translations/ja-JP.json
index 424ad82dd49b92..c22f1a5fa2187f 100644
--- a/x-pack/plugins/translations/translations/ja-JP.json
+++ b/x-pack/plugins/translations/translations/ja-JP.json
@@ -7092,7 +7092,6 @@
     "xpack.aiops.explainLogRateSpikes.spikeAnalysisTableGroups.groupItemsInfo": "{count}項目中{valuesBadges}項目を表示しています。",
     "xpack.aiops.explainLogRateSpikes.spikeAnalysisTableGroups.groupUniqueItemsInfo": "このグループに固有の{count, plural, other {#アイテム}}。",
     "xpack.aiops.index.dataLoader.internalServerErrorMessage": "インデックス{index}のデータの読み込み中にエラーが発生。{message}。リクエストがタイムアウトした可能性があります。小さなサンプルサイズを使うか、時間範囲を狭めてみてください。",
-    "xpack.aiops.index.dataViewNotBasedOnTimeSeriesNotificationTitle": "データビュー\"{dataViewTitle}\"は時系列に基づいていません。",
     "xpack.aiops.index.dataViewWithoutMetricNotificationTitle": "データビュー\"{dataViewTitle}\"にはメトリックフィールドが含まれていません。",
     "xpack.aiops.index.errorLoadingDataMessage": "インデックス{index}のデータの読み込み中にエラーが発生。{message}。",
     "xpack.aiops.logCategorization.counts": "{count}個のパターンが見つかりました",
@@ -7194,8 +7193,6 @@
     "xpack.aiops.fieldContextPopover.descriptionTooltipContent": "上位のフィールド値を表示",
     "xpack.aiops.fieldContextPopover.notTopTenValueMessage": "選択した用語は上位10件にありません",
     "xpack.aiops.fieldContextPopover.topFieldValuesAriaLabel": "上位のフィールド値を表示",
-    "xpack.aiops.index.changePointTimeSeriesNotificationDescription": "変化点の検出は時間ベースのインデックスでのみ実行されます",
-    "xpack.aiops.index.dataViewNotBasedOnTimeSeriesNotificationDescription": "ログレートスパイクは、時間ベースのインデックスに対してのみ実行されます。",
     "xpack.aiops.index.dataViewWithoutMetricNotificationDescription": "変化点の検出は、メトリックフィールドがあるデータビューでのみ実行できます。",
     "xpack.aiops.logCategorization.categoryFieldSelect": "カテゴリーフィールド",
     "xpack.aiops.logCategorization.chartPointsSplitLabel": "選択したパターン",
diff --git a/x-pack/plugins/translations/translations/zh-CN.json b/x-pack/plugins/translations/translations/zh-CN.json
index c851dda382ea71..72f01e4018c279 100644
--- a/x-pack/plugins/translations/translations/zh-CN.json
+++ b/x-pack/plugins/translations/translations/zh-CN.json
@@ -7091,7 +7091,6 @@
     "xpack.aiops.explainLogRateSpikes.spikeAnalysisTableGroups.groupItemsInfo": "正在显示 {valuesBadges} 个（共 {count} 个）项目。",
     "xpack.aiops.explainLogRateSpikes.spikeAnalysisTableGroups.groupUniqueItemsInfo": "{count, plural, other {# 项}}对此组唯一。",
     "xpack.aiops.index.dataLoader.internalServerErrorMessage": "加载索引 {index} 中的数据时出错。{message}。请求可能已超时。请尝试使用较小的样例大小或缩小时间范围。",
-    "xpack.aiops.index.dataViewNotBasedOnTimeSeriesNotificationTitle": "数据视图“{dataViewTitle}”并非基于时间序列。",
     "xpack.aiops.index.dataViewWithoutMetricNotificationTitle": "数据视图“{dataViewTitle}”不包含任何指标字段。",
     "xpack.aiops.index.errorLoadingDataMessage": "加载索引 {index} 中的数据时出错。{message}。",
     "xpack.aiops.logCategorization.counts": "找到 {count} 个模式",
@@ -7193,8 +7192,6 @@
     "xpack.aiops.fieldContextPopover.descriptionTooltipContent": "显示排名靠前字段值",
     "xpack.aiops.fieldContextPopover.notTopTenValueMessage": "选定的词未排名前 10",
     "xpack.aiops.fieldContextPopover.topFieldValuesAriaLabel": "显示排名靠前字段值",
-    "xpack.aiops.index.changePointTimeSeriesNotificationDescription": "仅针对基于时间的索引运行更改点检测。",
-    "xpack.aiops.index.dataViewNotBasedOnTimeSeriesNotificationDescription": "日志速率峰值分析仅在基于时间的索引上运行。",
     "xpack.aiops.index.dataViewWithoutMetricNotificationDescription": "只能在包含指标字段的数据视图上运行更改点检测。",
     "xpack.aiops.logCategorization.categoryFieldSelect": "类别字段",
     "xpack.aiops.logCategorization.chartPointsSplitLabel": "选定的模式",