[ML] AIOps: Adds change point detection charts embeddable (#162796)

## Summary Part of #161248 - Adds Change point charts as an embeddable component - Allows attachment of selected partitions to a new / existing dashboard ![Aug-01-2023 14-46-49](cba12d6e-7e2b-481e-a788-18435a0a9840) - Allows attachment of top N change points (with an ascending sorting by `p_value`) ![Aug-01-2023 14-55-10](d99e119d-c428-49d0-bc76-7a33a3ce4ffd) - Allows applying a persistent time range - Attachment to a case of a single change point / selected partitions and applied time range ![Aug-01-2023 15-07-33](1c4cc131-0897-4fc4-8f45-e8118ab1f941) - Exposes `EmbeddableChangePointChart` embeddable component as part of the plugin start contract ### Checklist Delete any items that are not applicable to this PR. - [x] Any text added follows [EUI's writing guidelines](https://elastic.github.io/eui/#/guidelines/writing), uses sentence case text and includes [i18n support](https://github.com/elastic/kibana/blob/main/packages/kbn-i18n/README.md) - [ ] [Documentation](https://www.elastic.co/guide/en/kibana/master/development-documentation.html) was added for features that require explanation or tutorials - [ ] [Unit or functional tests](https://www.elastic.co/guide/en/kibana/master/development-tests.html) were updated or added to match the most common scenarios - [x] Any UI touched in this PR is usable by keyboard only (learn more about [keyboard accessibility](https://webaim.org/techniques/keyboard/)) - [x] Any UI touched in this PR does not create any new axe failures (run axe in browser: [FF](https://addons.mozilla.org/en-US/firefox/addon/axe-devtools/), [Chrome](https://chrome.google.com/webstore/detail/axe-web-accessibility-tes/lhdoppojpmngadmnindnejefpokejbdd?hl=en-US)) - [ ] If a plugin configuration key changed, check if it needs to be allowlisted in the cloud and added to the [docker list](https://github.com/elastic/kibana/blob/main/src/dev/build/tasks/os_packages/docker_generator/resources/base/bin/kibana-docker) - [x] This renders correctly on smaller devices using a responsive layout. (You can test this [in your browser](https://www.browserstack.com/guide/responsive-testing-on-local-server)) - [x] This was checked for [cross-browser compatibility](https://www.elastic.co/support/matrix#matrix_browsers)
2025-04-24 01:38:56 -04:00 · 2023-08-08 17:33:51 +03:00 · 2023-08-08 17:33:51 +03:00 · b62747e085
commit b62747e085
parent bc9d601feb
42 changed files with 1815 additions and 214 deletions
--- a/x-pack/plugins/aiops/common/constants.ts
+++ b/x-pack/plugins/aiops/common/constants.ts
@ -29,3 +29,7 @@ export type LogRateAnalysisType =
 * In future versions we might use a user specific seed or let the user customise it.
 */
 export const RANDOM_SAMPLER_SEED = 3867412;
+
+export const CASES_ATTACHMENT_CHANGE_POINT_CHART = 'aiopsChangePointChart';
+
+export const EMBEDDABLE_CHANGE_POINT_CHART_TYPE = 'aiopsChangePointChart' as const;
--- a/x-pack/plugins/aiops/kibana.jsonc
+++ b/x-pack/plugins/aiops/kibana.jsonc
@ -13,11 +13,20 @@
      "lens",
      "licensing",
      "uiActions",
+      "embeddable",
+      "presentationUtil",
+      "dashboard",
+      "fieldFormats"
+    ],
+    "optionalPlugins": [
+      "cases"
    ],
    "requiredBundles": [
      "fieldFormats",
      "kibanaReact",
-      "kibanaUtils"
+      "kibanaUtils",
+      "embeddable",
+      "cases"
    ],
    "extraPublicDirs": [
      "common"
--- a/x-pack/plugins/aiops/public/cases/change_point_charts_attachment.tsx
+++ b/x-pack/plugins/aiops/public/cases/change_point_charts_attachment.tsx
@ -0,0 +1,59 @@
+/*
+ * 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 { memoize } from 'lodash';
+import { FieldFormatsStart } from '@kbn/field-formats-plugin/public';
+import React, { FC } from 'react';
+import { PersistableStateAttachmentViewProps } from '@kbn/cases-plugin/public/client/attachment_framework/types';
+import { FIELD_FORMAT_IDS } from '@kbn/field-formats-plugin/common';
+import { FormattedMessage } from '@kbn/i18n-react';
+import { EuiDescriptionList } from '@elastic/eui';
+import deepEqual from 'fast-deep-equal';
+import { EmbeddableChangePointChartProps } from '../embeddable';
+
+export const initComponent = memoize(
+  (fieldFormats: FieldFormatsStart, EmbeddableComponent: FC<EmbeddableChangePointChartProps>) => {
+    return React.memo(
+      (props: PersistableStateAttachmentViewProps) => {
+        const { persistableStateAttachmentState } = props;
+
+        const dataFormatter = fieldFormats.deserialize({
+          id: FIELD_FORMAT_IDS.DATE,
+        });
+
+        const inputProps =
+          persistableStateAttachmentState as unknown as EmbeddableChangePointChartProps;
+
+        const listItems = [
+          {
+            title: (
+              <FormattedMessage
+                id="xpack.aiops.changePointDetection.cases.timeRangeLabel"
+                defaultMessage="Time range"
+              />
+            ),
+            description: `${dataFormatter.convert(
+              inputProps.timeRange.from
+            )} - ${dataFormatter.convert(inputProps.timeRange.to)}`,
+          },
+        ];
+
+        return (
+          <>
+            <EuiDescriptionList compressed type={'inline'} listItems={listItems} />
+            <EmbeddableComponent {...inputProps} />
+          </>
+        );
+      },
+      (prevProps, nextProps) =>
+        deepEqual(
+          prevProps.persistableStateAttachmentState,
+          nextProps.persistableStateAttachmentState
+        )
+    );
+  }
+);
--- a/x-pack/plugins/aiops/public/cases/register_change_point_charts_attachment.tsx
+++ b/x-pack/plugins/aiops/public/cases/register_change_point_charts_attachment.tsx
@ -0,0 +1,47 @@
+/*
+ * 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 { i18n } from '@kbn/i18n';
+import { FormattedMessage } from '@kbn/i18n-react';
+import type { CasesUiSetup } from '@kbn/cases-plugin/public';
+import type { CoreStart } from '@kbn/core/public';
+import { CASES_ATTACHMENT_CHANGE_POINT_CHART } from '../../common/constants';
+import { getEmbeddableChangePointChart } from '../embeddable/embeddable_change_point_chart_component';
+import { AiopsPluginStartDeps } from '../types';
+
+export function registerChangePointChartsAttachment(
+  cases: CasesUiSetup,
+  coreStart: CoreStart,
+  pluginStart: AiopsPluginStartDeps
+) {
+  const EmbeddableComponent = getEmbeddableChangePointChart(coreStart, pluginStart);
+
+  cases.attachmentFramework.registerPersistableState({
+    id: CASES_ATTACHMENT_CHANGE_POINT_CHART,
+    icon: 'machineLearningApp',
+    displayName: i18n.translate('xpack.aiops.changePointDetection.cases.attachmentName', {
+      defaultMessage: 'Change point chart',
+    }),
+    getAttachmentViewObject: () => ({
+      event: (
+        <FormattedMessage
+          id="xpack.aiops.changePointDetection.cases.attachmentEvent"
+          defaultMessage="added change point chart"
+        />
+      ),
+      timelineAvatar: 'machineLearningApp',
+      children: React.lazy(async () => {
+        const { initComponent } = await import('./change_point_charts_attachment');
+
+        return {
+          default: initComponent(pluginStart.fieldFormats, EmbeddableComponent),
+        };
+      }),
+    }),
+  });
+}
--- a/x-pack/plugins/aiops/public/components/change_point_detection/change_point_detection_context.tsx
+++ b/x-pack/plugins/aiops/public/components/change_point_detection/change_point_detection_context.tsx
@ -21,6 +21,7 @@ import { usePageUrlState } from '@kbn/ml-url-state';
 import { useTimefilter, useTimeRangeUpdates } from '@kbn/ml-date-picker';
 import { ES_FIELD_TYPES } from '@kbn/field-types';
 import { type QueryDslQueryContainer } from '@kbn/data-views-plugin/common/types';
+import { FilterQueryContextProvider } from '../../hooks/use_filters_query';
 import { type ChangePointType, DEFAULT_AGG_FUNCTION } from './constants';
 import {
  createMergedEsQuery,
@ -254,7 +255,7 @@ export const ChangePointDetectionContextProvider: FC = ({ children }) => {

  return (
    <ChangePointDetectionContext.Provider value={value}>
-      {children}
+      <FilterQueryContextProvider>{children}</FilterQueryContextProvider>
    </ChangePointDetectionContext.Provider>
  );
 };
--- a/x-pack/plugins/aiops/public/components/change_point_detection/change_point_detection_page.tsx
+++ b/x-pack/plugins/aiops/public/components/change_point_detection/change_point_detection_page.tsx
@ -21,7 +21,7 @@ import {
 import { i18n } from '@kbn/i18n';
 import { FormattedMessage } from '@kbn/i18n-react';
 import type { Query } from '@kbn/es-query';
-import { ChartsGrid } from './charts_grid';
+import { ChartsGridContainer } from './charts_grid';
 import { FieldsConfig } from './fields_config';
 import { useDataSource } from '../../hooks/use_data_source';
 import { ChangePointTypeFilter } from './change_point_type_filter';
@ -163,7 +163,7 @@ export const ChangePointDetectionPage: FC = () => {
            </EuiTitle>
          </EuiFlyoutHeader>
          <EuiFlyoutBody>
-            <ChartsGrid changePoints={selectedChangePoints} />
+            <ChartsGridContainer changePoints={selectedChangePoints} />
          </EuiFlyoutBody>
        </EuiFlyout>
      ) : null}
--- 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
@ -5,9 +5,10 @@
 * 2.0.
 */

-import React, { FC } from 'react';
+import React, { FC, useMemo } from 'react';
+import { map } from 'rxjs/operators';
 import { pick } from 'lodash';
-
+import { EuiThemeProvider as StyledComponentsThemeProvider } from '@kbn/kibana-react-plugin/common';
 import { EuiSpacer } from '@elastic/eui';

 import { DataView } from '@kbn/data-views-plugin/common';
@ -15,10 +16,11 @@ import type { SavedSearch } from '@kbn/saved-search-plugin/public';
 import { StorageContextProvider } from '@kbn/ml-local-storage';
 import { UrlStateProvider } from '@kbn/ml-url-state';
 import { Storage } from '@kbn/kibana-utils-plugin/public';
-import { DatePickerContextProvider } from '@kbn/ml-date-picker';
+import { DatePickerContextProvider, mlTimefilterRefresh$ } from '@kbn/ml-date-picker';
 import { UI_SETTINGS } from '@kbn/data-plugin/common';
 import { toMountPoint, wrapWithTheme } from '@kbn/kibana-react-plugin/public';

+import { type Observable } from 'rxjs';
 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 +30,7 @@ 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';
+import { ReloadContextProvider } from '../../hooks/use_reload';

 const localStorage = new Storage(window.localStorage);

@ -57,25 +60,43 @@ export const ChangePointDetectionAppState: FC<ChangePointDetectionAppStateProps>

  const warning = timeSeriesDataViewWarning(dataView, 'change_point_detection');

+  const reload$ = useMemo<Observable<number>>(() => {
+    return mlTimefilterRefresh$.pipe(map((v) => v.lastRefresh));
+  }, []);
+
  if (warning !== null) {
    return <>{warning}</>;
  }

+  const PresentationContextProvider =
+    appDependencies.presentationUtil?.ContextProvider ?? React.Fragment;
+
+  const CasesContext = appDependencies.cases?.ui.getCasesContext() ?? React.Fragment;
+  const casesPermissions = appDependencies.cases?.helpers.canUseCases();
+
  return (
-    <AiopsAppContext.Provider value={appDependencies}>
-      <UrlStateProvider>
-        <DataSourceContext.Provider value={{ dataView, savedSearch }}>
-          <StorageContextProvider storage={localStorage} storageKeys={AIOPS_STORAGE_KEYS}>
-            <DatePickerContextProvider {...datePickerDeps}>
-              <PageHeader />
-              <EuiSpacer />
-              <ChangePointDetectionContextProvider>
-                <ChangePointDetectionPage />
-              </ChangePointDetectionContextProvider>
-            </DatePickerContextProvider>
-          </StorageContextProvider>
-        </DataSourceContext.Provider>
-      </UrlStateProvider>
-    </AiopsAppContext.Provider>
+    <PresentationContextProvider>
+      <StyledComponentsThemeProvider>
+        <CasesContext owner={[]} permissions={casesPermissions!}>
+          <AiopsAppContext.Provider value={appDependencies}>
+            <UrlStateProvider>
+              <DataSourceContext.Provider value={{ dataView, savedSearch }}>
+                <StorageContextProvider storage={localStorage} storageKeys={AIOPS_STORAGE_KEYS}>
+                  <DatePickerContextProvider {...datePickerDeps}>
+                    <PageHeader />
+                    <EuiSpacer />
+                    <ReloadContextProvider reload$={reload$}>
+                      <ChangePointDetectionContextProvider>
+                        <ChangePointDetectionPage />
+                      </ChangePointDetectionContextProvider>
+                    </ReloadContextProvider>
+                  </DatePickerContextProvider>
+                </StorageContextProvider>
+              </DataSourceContext.Provider>
+            </UrlStateProvider>
+          </AiopsAppContext.Provider>
+        </CasesContext>
+      </StyledComponentsThemeProvider>
+    </PresentationContextProvider>
  );
 };
--- a/x-pack/plugins/aiops/public/components/change_point_detection/change_points_table.tsx
+++ b/x-pack/plugins/aiops/public/components/change_point_detection/change_points_table.tsx
@ -19,12 +19,14 @@ import { i18n } from '@kbn/i18n';
 import { FormattedMessage } from '@kbn/i18n-react';
 import { EuiTableSelectionType } from '@elastic/eui/src/components/basic_table/table_types';
 import { type Filter, FilterStateStore } from '@kbn/es-query';
+import { NoChangePointsWarning } from './no_change_points_warning';
 import { useDataSource } from '../../hooks/use_data_source';
 import { useCommonChartProps } from './use_common_chart_props';
 import {
  type ChangePointAnnotation,
  FieldConfig,
  SelectedChangePoint,
+  useChangePointDetectionContext,
 } from './change_point_detection_context';
 import { type ChartComponentProps } from './chart_component';
 import { useAiopsAppContext } from '../../hooks/use_aiops_app_context';
@ -92,6 +94,8 @@ export const ChangePointsTable: FC<ChangePointsTableProps> = ({

  const hasActions = fieldConfig.splitField !== undefined;

+  const { bucketInterval } = useChangePointDetectionContext();
+
  const columns: Array<EuiBasicTableColumn<ChangePointAnnotation>> = [
    {
      id: 'timestamp',
@ -122,7 +126,13 @@ export const ChangePointsTable: FC<ChangePointsTableProps> = ({
        ['&.euiTableCellContent']: { display: 'block', padding: 0 },
      },
      render: (annotation: ChangePointAnnotation) => {
-        return <MiniChartPreview annotation={annotation} fieldConfig={fieldConfig} />;
+        return (
+          <MiniChartPreview
+            annotation={annotation}
+            fieldConfig={fieldConfig}
+            interval={bucketInterval.expression}
+          />
+        );
      },
    },
    {
@ -283,25 +293,7 @@ export const ChangePointsTable: FC<ChangePointsTableProps> = ({
            }
          />
        ) : (
-          <EuiEmptyPrompt
-            iconType="search"
-            title={
-              <h2>
-                <FormattedMessage
-                  id="xpack.aiops.changePointDetection.noChangePointsFoundTitle"
-                  defaultMessage="No change points found"
-                />
-              </h2>
-            }
-            body={
-              <p>
-                <FormattedMessage
-                  id="xpack.aiops.changePointDetection.noChangePointsFoundMessage"
-                  defaultMessage="Detect statistically significant change points such as dips, spikes, and distribution changes in a metric. Select a metric and set a time range to start detecting change points in your data."
-                />
-              </p>
-            }
-          />
+          <NoChangePointsWarning />
        )
      }
    />
@ -313,10 +305,13 @@ export const MiniChartPreview: FC<ChartComponentProps> = ({ fieldConfig, annotat
    lens: { EmbeddableComponent },
  } = useAiopsAppContext();

+  const { bucketInterval } = useChangePointDetectionContext();
+
  const { filters, query, attributes, timeRange } = useCommonChartProps({
    annotation,
    fieldConfig,
    previewMode: true,
+    bucketInterval: bucketInterval.expression,
  });

  return (
--- a/x-pack/plugins/aiops/public/components/change_point_detection/chart_component.tsx
+++ b/x-pack/plugins/aiops/public/components/change_point_detection/chart_component.tsx
@ -6,6 +6,7 @@
 */

 import React, { FC } from 'react';
+import type { Filter, Query, TimeRange } from '@kbn/es-query';
 import { useCommonChartProps } from './use_common_chart_props';
 import { useAiopsAppContext } from '../../hooks/use_aiops_app_context';
 import type { ChangePointAnnotation, FieldConfig } from './change_point_detection_context';
@ -13,33 +14,48 @@ import type { ChangePointAnnotation, FieldConfig } from './change_point_detectio
 export interface ChartComponentProps {
  fieldConfig: FieldConfig;
  annotation: ChangePointAnnotation;
+
+  interval: string;
 }

-export const ChartComponent: FC<ChartComponentProps> = React.memo(({ annotation, fieldConfig }) => {
-  const {
-    lens: { EmbeddableComponent },
-  } = useAiopsAppContext();
+export interface ChartComponentPropsAll {
+  fn: string;
+  metricField: string;
+  splitField?: string;
+  maxResults: number;
+  timeRange: TimeRange;
+  filters?: Filter[];
+  query?: Query;
+}

-  const { filters, timeRange, query, attributes } = useCommonChartProps({
-    fieldConfig,
-    annotation,
-  });
+export const ChartComponent: FC<ChartComponentProps> = React.memo(
+  ({ annotation, fieldConfig, interval }) => {
+    const {
+      lens: { EmbeddableComponent },
+    } = useAiopsAppContext();

-  return (
-    <EmbeddableComponent
-      id={`changePointChart_${annotation.group ? annotation.group.value : annotation.label}`}
-      style={{ height: 350 }}
-      timeRange={timeRange}
-      query={query}
-      filters={filters}
-      // @ts-ignore
-      attributes={attributes}
-      renderMode={'view'}
-      executionContext={{
-        type: 'aiops_change_point_detection_chart',
-        name: 'Change point detection',
-      }}
-      disableTriggers
-    />
-  );
-});
+    const { filters, timeRange, query, attributes } = useCommonChartProps({
+      fieldConfig,
+      annotation,
+      bucketInterval: interval,
+    });
+
+    return (
+      <EmbeddableComponent
+        id={`changePointChart_${annotation.group ? annotation.group.value : annotation.label}`}
+        style={{ height: 350 }}
+        timeRange={timeRange}
+        query={query}
+        filters={filters}
+        // @ts-ignore
+        attributes={attributes}
+        renderMode={'view'}
+        executionContext={{
+          type: 'aiops_change_point_detection_chart',
+          name: 'Change point detection',
+        }}
+        disableTriggers
+      />
+    );
+  }
+);
--- a/x-pack/plugins/aiops/public/components/change_point_detection/charts_grid.tsx
+++ b/x-pack/plugins/aiops/public/components/change_point_detection/charts_grid.tsx
@ -23,7 +23,10 @@ import { i18n } from '@kbn/i18n';
 import { FormattedMessage } from '@kbn/i18n-react';
 import { useTimefilter } from '@kbn/ml-date-picker';
 import { type RefreshInterval } from '@kbn/data-plugin/common';
-import { type SelectedChangePoint } from './change_point_detection_context';
+import {
+  type SelectedChangePoint,
+  useChangePointDetectionContext,
+} from './change_point_detection_context';
 import { ChartComponent } from './chart_component';

 const CHARTS_PER_PAGE = 6;
@ -32,11 +35,115 @@ interface ChartsGridProps {
  changePoints: Record<number, SelectedChangePoint[]>;
 }

-export const ChartsGrid: FC<ChartsGridProps> = ({ changePoints: changePointsDict }) => {
+/**
+ * Shared component for change point charts grid.
+ * Used both in AIOps UI and inside embeddable.
+ *
+ * @param changePoints
+ * @constructor
+ */
+export const ChartsGrid: FC<{ changePoints: SelectedChangePoint[]; interval: string }> = ({
+  changePoints,
+  interval,
+}) => {
+  return (
+    <EuiFlexGrid
+      columns={changePoints.length >= 2 ? 2 : 1}
+      responsive
+      gutterSize={'m'}
+      css={{ width: '100%' }}
+    >
+      {changePoints.map((v, index) => {
+        const key = `${index}_${v.group?.value ?? 'single_metric'}_${v.fn}_${v.metricField}_${
+          v.timestamp
+        }_${v.p_value}`;
+        return (
+          <EuiFlexItem key={key}>
+            <EuiPanel paddingSize="s" hasBorder hasShadow={false}>
+              <EuiFlexGroup alignItems={'center'} justifyContent={'spaceBetween'} gutterSize={'s'}>
+                <EuiFlexItem grow={false}>
+                  {v.group ? (
+                    <EuiDescriptionList
+                      type="inline"
+                      listItems={[{ title: v.group.name, description: v.group.value }]}
+                    />
+                  ) : null}
+
+                  {v.reason ? (
+                    <EuiToolTip position="top" content={v.reason}>
+                      <EuiIcon
+                        tabIndex={0}
+                        color={'warning'}
+                        type="warning"
+                        title={i18n.translate(
+                          'xpack.aiops.changePointDetection.notResultsWarning',
+                          {
+                            defaultMessage: 'No change point agg results warning',
+                          }
+                        )}
+                      />
+                    </EuiToolTip>
+                  ) : null}
+                </EuiFlexItem>
+                <EuiFlexItem grow={false}>
+                  <EuiText color={'subdued'} size={'s'}>
+                    {v.fn}({v.metricField})
+                  </EuiText>
+                </EuiFlexItem>
+              </EuiFlexGroup>
+
+              <EuiHorizontalRule margin="xs" />
+
+              <EuiFlexGroup justifyContent={'spaceBetween'} alignItems={'center'}>
+                {v.p_value !== undefined ? (
+                  <EuiFlexItem grow={false}>
+                    <EuiDescriptionList
+                      type="inline"
+                      listItems={[
+                        {
+                          title: (
+                            <FormattedMessage
+                              id="xpack.aiops.changePointDetection.pValueLabel"
+                              defaultMessage="p-value"
+                            />
+                          ),
+                          description: v.p_value.toPrecision(3),
+                        },
+                      ]}
+                    />
+                  </EuiFlexItem>
+                ) : null}
+                <EuiFlexItem grow={false}>
+                  <EuiBadge color="hollow">{v.type}</EuiBadge>
+                </EuiFlexItem>
+              </EuiFlexGroup>
+
+              <ChartComponent
+                fieldConfig={{ splitField: v.splitField, fn: v.fn, metricField: v.metricField }}
+                annotation={v}
+                interval={interval}
+              />
+            </EuiPanel>
+          </EuiFlexItem>
+        );
+      })}
+    </EuiFlexGrid>
+  );
+};
+
+/**
+ * Wrapper component for change point charts grid.
+ *
+ * @param changePointsDict
+ * @constructor
+ */
+export const ChartsGridContainer: FC<ChartsGridProps> = ({ changePoints: changePointsDict }) => {
  const timefilter = useTimefilter();

  const initialRefreshSetting = useRef<RefreshInterval>();

+  const { bucketInterval } = useChangePointDetectionContext();
+
  useEffect(
    function pauseRefreshOnMount() {
      initialRefreshSetting.current = timefilter.getRefreshInterval();
@ -76,85 +183,7 @@ export const ChartsGrid: FC<ChartsGridProps> = ({ changePoints: changePointsDict

  return (
    <>
-      <EuiFlexGrid columns={resultPerPage.length >= 2 ? 2 : 1} responsive gutterSize={'m'}>
-        {resultPerPage.map((v, index) => {
-          const key = `${index}_${v.group?.value ?? 'single_metric'}_${v.fn}_${v.metricField}_${
-            v.timestamp
-          }_${v.p_value}`;
-          return (
-            <EuiFlexItem key={key}>
-              <EuiPanel paddingSize="s" hasBorder hasShadow={false}>
-                <EuiFlexGroup
-                  alignItems={'center'}
-                  justifyContent={'spaceBetween'}
-                  gutterSize={'s'}
-                >
-                  <EuiFlexItem grow={false}>
-                    {v.group ? (
-                      <EuiDescriptionList
-                        type="inline"
-                        listItems={[{ title: v.group.name, description: v.group.value }]}
-                      />
-                    ) : null}
-
-                    {v.reason ? (
-                      <EuiToolTip position="top" content={v.reason}>
-                        <EuiIcon
-                          tabIndex={0}
-                          color={'warning'}
-                          type="warning"
-                          title={i18n.translate(
-                            'xpack.aiops.changePointDetection.notResultsWarning',
-                            {
-                              defaultMessage: 'No change point agg results warning',
-                            }
-                          )}
-                        />
-                      </EuiToolTip>
-                    ) : null}
-                  </EuiFlexItem>
-                  <EuiFlexItem grow={false}>
-                    <EuiText color={'subdued'} size={'s'}>
-                      {v.fn}({v.metricField})
-                    </EuiText>
-                  </EuiFlexItem>
-                </EuiFlexGroup>
-
-                <EuiHorizontalRule margin="xs" />
-
-                <EuiFlexGroup justifyContent={'spaceBetween'} alignItems={'center'}>
-                  {v.p_value !== undefined ? (
-                    <EuiFlexItem grow={false}>
-                      <EuiDescriptionList
-                        type="inline"
-                        listItems={[
-                          {
-                            title: (
-                              <FormattedMessage
-                                id="xpack.aiops.changePointDetection.pValueLabel"
-                                defaultMessage="p-value"
-                              />
-                            ),
-                            description: v.p_value.toPrecision(3),
-                          },
-                        ]}
-                      />
-                    </EuiFlexItem>
-                  ) : null}
-                  <EuiFlexItem grow={false}>
-                    <EuiBadge color="hollow">{v.type}</EuiBadge>
-                  </EuiFlexItem>
-                </EuiFlexGroup>
-
-                <ChartComponent
-                  fieldConfig={{ splitField: v.splitField, fn: v.fn, metricField: v.metricField }}
-                  annotation={v}
-                />
-              </EuiPanel>
-            </EuiFlexItem>
-          );
-        })}
-      </EuiFlexGrid>
+      <ChartsGrid changePoints={resultPerPage} interval={bucketInterval.expression} />

      {pagination.pageCount > 1 ? (
        <EuiFlexGroup justifyContent="spaceAround">
--- a/x-pack/plugins/aiops/public/components/change_point_detection/fields_config.tsx
+++ b/x-pack/plugins/aiops/public/components/change_point_detection/fields_config.tsx
@ -10,16 +10,35 @@ import {
  EuiButton,
  EuiButtonIcon,
  EuiCallOut,
+  EuiContextMenu,
+  EuiFieldNumber,
  EuiFlexGroup,
  EuiFlexItem,
+  EuiForm,
+  EuiFormRow,
+  EuiIcon,
  EuiPanel,
+  EuiPopover,
  EuiProgress,
  EuiSpacer,
+  EuiSwitch,
+  EuiToolTip,
 } from '@elastic/eui';
 import { FormattedMessage } from '@kbn/i18n-react';
 import { i18n } from '@kbn/i18n';
 import type { FieldStatsServices } from '@kbn/unified-field-list/src/components/field_stats';
 import { useTimefilter, useTimeRangeUpdates } from '@kbn/ml-date-picker';
+import {
+  LazySavedObjectSaveModalDashboard,
+  SaveModalDashboardProps,
+  withSuspense,
+} from '@kbn/presentation-util-plugin/public';
+import { EuiContextMenuProps } from '@elastic/eui/src/components/context_menu/context_menu';
+import { isDefined } from '@kbn/ml-is-defined';
+import { numberValidator } from '@kbn/ml-agg-utils';
+import { EMBEDDABLE_CHANGE_POINT_CHART_TYPE } from '../../../common/constants';
+import { useCasesModal } from '../../hooks/use_cases_modal';
+import { type EmbeddableChangePointChartInput } from '../../embeddable/embeddable_change_point_chart';
 import { useDataSource } from '../../hooks/use_data_source';
 import { useAiopsAppContext } from '../../hooks/use_aiops_app_context';
 import { ChangePointsTable } from './change_points_table';
@ -35,9 +54,12 @@ import {
 } from './change_point_detection_context';
 import { useChangePointResults } from './use_change_point_agg_request';
 import { useSplitFieldCardinality } from './use_split_field_cardinality';
+import { MAX_SERIES } from '../../embeddable/const';

 const selectControlCss = { width: '350px' };

+const SavedObjectSaveModalDashboard = withSuspense(LazySavedObjectSaveModalDashboard);
+
 /**
 * Contains panels with controls and change point results.
 */
@ -93,6 +115,7 @@ export const FieldsConfig: FC = () => {
        return (
          <React.Fragment key={key}>
            <FieldPanel
+              panelIndex={index}
              data-test-subj={`aiopsChangePointPanel_${index}`}
              fieldConfig={fieldConfig}
              onChange={(value) => onChange(value, index)}
@ -121,6 +144,7 @@ export const FieldsConfig: FC = () => {
 };

 export interface FieldPanelProps {
+  panelIndex: number;
  fieldConfig: FieldConfig;
  removeDisabled: boolean;
  onChange: (update: FieldConfig) => void;
@ -138,6 +162,7 @@ export interface FieldPanelProps {
 * @constructor
 */
 const FieldPanel: FC<FieldPanelProps> = ({
+  panelIndex,
  fieldConfig,
  onChange,
  onRemove,
@ -145,18 +170,315 @@ const FieldPanel: FC<FieldPanelProps> = ({
  onSelectionChange,
  'data-test-subj': dataTestSubj,
 }) => {
-  const { combinedQuery, requestParams } = useChangePointDetectionContext();
+  const {
+    embeddable,
+    application: { capabilities },
+    cases,
+  } = useAiopsAppContext();
+
+  const { dataView } = useDataSource();
+
+  const { combinedQuery, requestParams, selectedChangePoints } = useChangePointDetectionContext();

  const splitFieldCardinality = useSplitFieldCardinality(fieldConfig.splitField, combinedQuery);

  const [isExpanded, setIsExpanded] = useState<boolean>(true);

+  const [isActionMenuOpen, setIsActionMenuOpen] = useState(false);
+
+  const canEditDashboards = capabilities.dashboard?.createNew ?? false;
+  const { create: canCreateCase, update: canUpdateCase } = cases?.helpers?.canUseCases() ?? {
+    create: false,
+    update: false,
+  };
+
+  const [dashboardAttachment, setDashboardAttachment] = useState<{
+    applyTimeRange: boolean;
+    maxSeriesToPlot: number;
+  }>({
+    applyTimeRange: false,
+    maxSeriesToPlot: 6,
+  });
+  const [dashboardAttachmentReady, setDashboardAttachmentReady] = useState<boolean>(false);
+
  const {
    results: annotations,
    isLoading: annotationsLoading,
    progress,
  } = useChangePointResults(fieldConfig, requestParams, combinedQuery, splitFieldCardinality);

+  const openCasesModalCallback = useCasesModal(EMBEDDABLE_CHANGE_POINT_CHART_TYPE);
+
+  const selectedPartitions = useMemo(() => {
+    return (selectedChangePoints[panelIndex] ?? []).map((v) => v.group?.value as string);
+  }, [selectedChangePoints, panelIndex]);
+
+  const caseAttachmentButtonDisabled =
+    isDefined(fieldConfig.splitField) && selectedPartitions.length === 0;
+
+  const timeRange = useTimeRangeUpdates();
+
+  const maxSeriesValidator = useMemo(
+    () => numberValidator({ min: 1, max: MAX_SERIES, integerOnly: true }),
+    []
+  );
+
+  const maxSeriesInvalid = maxSeriesValidator(dashboardAttachment.maxSeriesToPlot) !== null;
+
+  const panels = useMemo<EuiContextMenuProps['panels']>(() => {
+    return [
+      {
+        id: 'panelActions',
+        size: 's',
+        items: [
+          ...(canEditDashboards || canUpdateCase || canCreateCase
+            ? [
+                {
+                  name:
+                    selectedPartitions.length > 0
+                      ? i18n.translate(
+                          'xpack.aiops.changePointDetection.attachSelectedChartsLabel',
+                          {
+                            defaultMessage: 'Attach selected charts',
+                          }
+                        )
+                      : i18n.translate('xpack.aiops.changePointDetection.attachChartsLabel', {
+                          defaultMessage: 'Attach charts',
+                        }),
+                  icon: 'plusInCircle',
+                  panel: 'attachMainPanel',
+                },
+              ]
+            : []),
+          {
+            name: i18n.translate('xpack.aiops.changePointDetection.removeConfigLabel', {
+              defaultMessage: 'Remove configuration',
+            }),
+            icon: 'trash',
+            onClick: onRemove,
+            disabled: removeDisabled,
+          },
+        ],
+      },
+      {
+        id: 'attachMainPanel',
+        size: 's',
+        initialFocusedItemIndex: 0,
+        title:
+          selectedPartitions.length > 0
+            ? i18n.translate('xpack.aiops.changePointDetection.attachSelectedChartsLabel', {
+                defaultMessage: 'Attach selected charts',
+              })
+            : i18n.translate('xpack.aiops.changePointDetection.attachChartsLabel', {
+                defaultMessage: 'Attach charts',
+              }),
+        items: [
+          ...(canEditDashboards
+            ? [
+                {
+                  name: i18n.translate('xpack.aiops.changePointDetection.attachToDashboardLabel', {
+                    defaultMessage: 'To dashboard',
+                  }),
+                  panel: 'attachToDashboardPanel',
+                },
+              ]
+            : []),
+          ...(canUpdateCase || canCreateCase
+            ? [
+                {
+                  name: i18n.translate('xpack.aiops.changePointDetection.attachToCaseLabel', {
+                    defaultMessage: 'To case',
+                  }),
+                  disabled: caseAttachmentButtonDisabled,
+                  ...(caseAttachmentButtonDisabled
+                    ? {
+                        toolTipPosition: 'left' as const,
+                        toolTipContent: i18n.translate(
+                          'xpack.aiops.changePointDetection.attachToCaseTooltipContent',
+                          {
+                            defaultMessage: 'Select change points to attach',
+                          }
+                        ),
+                      }
+                    : {}),
+                  onClick: () => {
+                    openCasesModalCallback({
+                      timeRange,
+                      fn: fieldConfig.fn,
+                      metricField: fieldConfig.metricField,
+                      dataViewId: dataView.id,
+                      ...(fieldConfig.splitField
+                        ? {
+                            splitField: fieldConfig.splitField,
+                            partitions: selectedPartitions,
+                          }
+                        : {}),
+                    });
+                  },
+                },
+              ]
+            : []),
+        ],
+      },
+      {
+        id: 'attachToDashboardPanel',
+        title: i18n.translate('xpack.aiops.changePointDetection.attachToDashboardTitle', {
+          defaultMessage: 'Attach to dashboard',
+        }),
+        size: 's',
+        content: (
+          <EuiPanel paddingSize={'s'}>
+            <EuiSpacer size={'s'} />
+            <EuiForm>
+              <EuiFormRow fullWidth>
+                <EuiSwitch
+                  label={i18n.translate('xpack.aiops.changePointDetection.applyTimeRangeLabel', {
+                    defaultMessage: 'Apply time range',
+                  })}
+                  checked={dashboardAttachment.applyTimeRange}
+                  onChange={(e) =>
+                    setDashboardAttachment((prevState) => {
+                      return {
+                        ...prevState,
+                        applyTimeRange: e.target.checked,
+                      };
+                    })
+                  }
+                  compressed
+                />
+              </EuiFormRow>
+              {isDefined(fieldConfig.splitField) && selectedPartitions.length === 0 ? (
+                <EuiFormRow
+                  fullWidth
+                  isInvalid={maxSeriesInvalid}
+                  error={
+                    <FormattedMessage
+                      id="xpack.aiops.changePointDetection.maxSeriesToPlotError"
+                      defaultMessage="Max series value must be between {minValue} and {maxValue}"
+                      values={{ minValue: 1, maxValue: MAX_SERIES }}
+                    />
+                  }
+                  label={
+                    <EuiFlexGroup gutterSize={'xs'} alignItems={'center'}>
+                      <EuiFlexItem grow={false}>
+                        <FormattedMessage
+                          id="xpack.aiops.changePointDetection.maxSeriesToPlotLabel"
+                          defaultMessage="Max series"
+                        />
+                      </EuiFlexItem>
+                      <EuiFlexItem grow={false}>
+                        <EuiToolTip
+                          content={i18n.translate(
+                            'xpack.aiops.changePointDetection.maxSeriesToPlotDescription',
+                            {
+                              defaultMessage: 'The maximum number of change points to visualize.',
+                            }
+                          )}
+                        >
+                          <EuiIcon type={'questionInCircle'} />
+                        </EuiToolTip>
+                      </EuiFlexItem>
+                    </EuiFlexGroup>
+                  }
+                >
+                  <EuiFieldNumber
+                    isInvalid={maxSeriesInvalid}
+                    value={dashboardAttachment.maxSeriesToPlot}
+                    onChange={(e) =>
+                      setDashboardAttachment((prevState) => {
+                        return {
+                          ...prevState,
+                          maxSeriesToPlot: Number(e.target.value),
+                        };
+                      })
+                    }
+                    min={1}
+                    max={MAX_SERIES}
+                  />
+                </EuiFormRow>
+              ) : null}
+
+              <EuiSpacer size={'m'} />
+
+              <EuiButton
+                fill
+                type={'submit'}
+                fullWidth
+                onClick={setDashboardAttachmentReady.bind(null, true)}
+                disabled={maxSeriesInvalid}
+              >
+                <FormattedMessage
+                  id="xpack.aiops.changePointDetection.submitDashboardAttachButtonLabel"
+                  defaultMessage="Attach"
+                />
+              </EuiButton>
+            </EuiForm>
+          </EuiPanel>
+        ),
+      },
+    ];
+  }, [
+    canCreateCase,
+    canEditDashboards,
+    canUpdateCase,
+    caseAttachmentButtonDisabled,
+    dashboardAttachment.applyTimeRange,
+    dashboardAttachment.maxSeriesToPlot,
+    dataView.id,
+    fieldConfig.fn,
+    fieldConfig.metricField,
+    fieldConfig.splitField,
+    onRemove,
+    openCasesModalCallback,
+    removeDisabled,
+    selectedPartitions,
+    timeRange,
+    maxSeriesInvalid,
+  ]);
+
+  const onSaveCallback: SaveModalDashboardProps['onSave'] = useCallback(
+    ({ dashboardId, newTitle, newDescription }) => {
+      const stateTransfer = embeddable!.getStateTransfer();
+
+      const embeddableInput: Partial<EmbeddableChangePointChartInput> = {
+        title: newTitle,
+        description: newDescription,
+        dataViewId: dataView.id,
+        metricField: fieldConfig.metricField,
+        splitField: fieldConfig.splitField,
+        fn: fieldConfig.fn,
+        ...(dashboardAttachment.applyTimeRange ? { timeRange } : {}),
+        maxSeriesToPlot: dashboardAttachment.maxSeriesToPlot,
+        ...(selectedChangePoints[panelIndex]?.length ? { partitions: selectedPartitions } : {}),
+      };
+
+      const state = {
+        input: embeddableInput,
+        type: EMBEDDABLE_CHANGE_POINT_CHART_TYPE,
+      };
+
+      const path = dashboardId === 'new' ? '#/create' : `#/view/${dashboardId}`;
+
+      stateTransfer.navigateToWithEmbeddablePackage('dashboards', {
+        state,
+        path,
+      });
+    },
+    [
+      embeddable,
+      dataView.id,
+      fieldConfig.metricField,
+      fieldConfig.splitField,
+      fieldConfig.fn,
+      dashboardAttachment.applyTimeRange,
+      dashboardAttachment.maxSeriesToPlot,
+      timeRange,
+      selectedChangePoints,
+      panelIndex,
+      selectedPartitions,
+    ]
+  );
+
  return (
    <EuiPanel paddingSize="s" hasBorder hasShadow={false} data-test-subj={dataTestSubj}>
      <EuiFlexGroup alignItems={'center'} justifyContent={'spaceBetween'} gutterSize={'s'}>
@ -197,15 +519,32 @@ const FieldPanel: FC<FieldPanelProps> = ({
        </EuiFlexItem>

        <EuiFlexItem grow={false}>
-          <EuiButtonIcon
-            disabled={removeDisabled}
-            aria-label={i18n.translate('xpack.aiops.changePointDetection.removeConfigLabel', {
-              defaultMessage: 'Remove configuration',
-            })}
-            iconType="trash"
-            color="danger"
-            onClick={onRemove}
-          />
+          <EuiFlexGroup alignItems={'center'} justifyContent={'spaceBetween'} gutterSize={'s'}>
+            <EuiFlexItem grow={false}>
+              <EuiPopover
+                id={`panelContextMenu_${panelIndex}`}
+                button={
+                  <EuiButtonIcon
+                    aria-label={i18n.translate(
+                      'xpack.aiops.changePointDetection.configActionsLabel',
+                      {
+                        defaultMessage: 'Context menu',
+                      }
+                    )}
+                    iconType="boxesHorizontal"
+                    color="text"
+                    onClick={setIsActionMenuOpen.bind(null, true)}
+                  />
+                }
+                isOpen={isActionMenuOpen}
+                closePopover={setIsActionMenuOpen.bind(null, false)}
+                panelPaddingSize="none"
+                anchorPosition="downLeft"
+              >
+                <EuiContextMenu panels={panels} initialPanelId={'panelActions'} />
+              </EuiPopover>
+            </EuiFlexItem>
+          </EuiFlexGroup>
        </EuiFlexItem>
      </EuiFlexGroup>

@ -218,6 +557,34 @@ const FieldPanel: FC<FieldPanelProps> = ({
          onSelectionChange={onSelectionChange}
        />
      ) : null}
+
+      {dashboardAttachmentReady ? (
+        <SavedObjectSaveModalDashboard
+          canSaveByReference={false}
+          objectType={i18n.translate('xpack.aiops.changePointDetection.objectTypeLabel', {
+            defaultMessage: 'Change point chart',
+          })}
+          documentInfo={{
+            title: i18n.translate('xpack.aiops.changePointDetection.attachmentTitle', {
+              defaultMessage: 'Change point: {function}({metric}){splitBy}',
+              values: {
+                function: fieldConfig.fn,
+                metric: fieldConfig.metricField,
+                splitBy: fieldConfig.splitField
+                  ? i18n.translate('xpack.aiops.changePointDetection.splitByTitle', {
+                      defaultMessage: ' split by "{splitField}"',
+                      values: { splitField: fieldConfig.splitField },
+                    })
+                  : '',
+              },
+            }),
+          }}
+          onClose={() => {
+            setDashboardAttachmentReady(false);
+          }}
+          onSave={onSaveCallback}
+        />
+      ) : null}
    </EuiPanel>
  );
 };
--- a/x-pack/plugins/aiops/public/components/change_point_detection/no_change_points_warning.tsx
+++ b/x-pack/plugins/aiops/public/components/change_point_detection/no_change_points_warning.tsx
@ -0,0 +1,34 @@
+/*
+ * 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, { type FC } from 'react';
+import { FormattedMessage } from '@kbn/i18n-react';
+import { EuiEmptyPrompt } from '@elastic/eui';
+
+export const NoChangePointsWarning: FC = () => {
+  return (
+    <EuiEmptyPrompt
+      iconType="search"
+      title={
+        <h2>
+          <FormattedMessage
+            id="xpack.aiops.changePointDetection.noChangePointsFoundTitle"
+            defaultMessage="No change points found"
+          />
+        </h2>
+      }
+      body={
+        <p>
+          <FormattedMessage
+            id="xpack.aiops.changePointDetection.noChangePointsFoundMessage"
+            defaultMessage="Detect statistically significant change points such as dips, spikes, and distribution changes in a metric. Select a metric and set a time range to start detecting change points in your data."
+          />
+        </p>
+      }
+    />
+  );
+};
--- a/x-pack/plugins/aiops/public/components/change_point_detection/use_change_point_agg_request.ts
+++ b/x-pack/plugins/aiops/public/components/change_point_detection/use_change_point_agg_request.ts
@ -8,8 +8,8 @@
 import { useCallback, useEffect, useMemo, useState } from 'react';
 import { type QueryDslQueryContainer } from '@elastic/elasticsearch/lib/api/types';
 import { i18n } from '@kbn/i18n';
-import { useRefresh } from '@kbn/ml-date-picker';
 import { isDefined } from '@kbn/ml-is-defined';
+import { useReload } from '../../hooks/use_reload';
 import { useAiopsAppContext } from '../../hooks/use_aiops_app_context';
 import {
  ChangePointAnnotation,
@ -102,7 +102,7 @@ function getChangePointDetectionRequestBody(
      index,
      size: 0,
      body: {
-        query,
+        ...(query ? { query } : {}),
        aggregations,
      },
    },
@ -121,7 +121,7 @@ export function useChangePointResults(

  const { dataView } = useDataSource();

-  const refresh = useRefresh();
+  const { refreshTimestamp: refresh } = useReload();

  const [results, setResults] = useState<ChangePointAnnotation[]>([]);
  /**
@ -164,6 +164,7 @@ export function useChangePointResults(
          },
          query
        );
+
        const result = await runRequest<
          typeof requestPayload,
          { rawResponse: ChangePointAggResponse }
--- a/x-pack/plugins/aiops/public/components/change_point_detection/use_common_chart_props.ts
+++ b/x-pack/plugins/aiops/public/components/change_point_detection/use_common_chart_props.ts
@ -8,31 +8,30 @@
 import moment from 'moment';
 import { FilterStateStore, type TimeRange } from '@kbn/es-query';
 import { type TypedLensByValueInput } from '@kbn/lens-plugin/public';
-import { useTimeRangeUpdates } from '@kbn/ml-date-picker';
 import { useMemo } from 'react';
+import { useFilerQueryUpdates } from '../../hooks/use_filters_query';
 import { fnOperationTypeMapping } from './constants';
 import { useDataSource } from '../../hooks/use_data_source';
-import {
-  ChangePointAnnotation,
-  FieldConfig,
-  useChangePointDetectionContext,
-} from './change_point_detection_context';
+import { ChangePointAnnotation, FieldConfig } from './change_point_detection_context';

 /**
 * Provides common props for the Lens Embeddable component
+ * based on the change point definition and currently applied filters and query.
 */
 export const useCommonChartProps = ({
  annotation,
  fieldConfig,
  previewMode = false,
+  bucketInterval,
 }: {
  fieldConfig: FieldConfig;
  annotation: ChangePointAnnotation;
  previewMode?: boolean;
+  bucketInterval: string;
 }): Partial<TypedLensByValueInput> => {
-  const timeRange = useTimeRangeUpdates(true);
  const { dataView } = useDataSource();
-  const { bucketInterval, resultQuery, resultFilters } = useChangePointDetectionContext();
+
+  const { filters: resultFilters, query: resultQuery, timeRange } = useFilerQueryUpdates();

  /**
   * In order to correctly render annotations for change points at the edges,
@ -48,6 +47,7 @@ export const useCommonChartProps = ({
  const filters = useMemo(() => {
    return [
      ...resultFilters,
+      // Adds a filter for change point partition value
      ...(annotation.group
        ? [
            {
@ -161,7 +161,9 @@ export const useCommonChartProps = ({
                  outside: false,
                },
              ],
-              ignoreGlobalFilters: true,
+              // TODO check if we need to set filter from
+              // the filterManager
+              ignoreGlobalFilters: false,
            },
          ],
        },
@ -180,7 +182,7 @@ export const useCommonChartProps = ({
                    isBucketed: true,
                    scale: 'interval',
                    params: {
-                      interval: bucketInterval.expression,
+                      interval: bucketInterval,
                      includeEmptyRows: true,
                      dropPartials: false,
                    },
@ -219,7 +221,7 @@ export const useCommonChartProps = ({
    dataView.timeFieldName,
    resultQuery,
    filters,
-    bucketInterval.expression,
+    bucketInterval,
    fieldConfig.fn,
    fieldConfig.metricField,
    gridAndLabelsVisibility,
--- a/x-pack/plugins/aiops/public/embeddable/change_point_chart_initializer.tsx
+++ b/x-pack/plugins/aiops/public/embeddable/change_point_chart_initializer.tsx
@ -0,0 +1,157 @@
+/*
+ * 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, { FC, useState } from 'react';
+import {
+  EuiButton,
+  EuiButtonEmpty,
+  EuiForm,
+  EuiFormRow,
+  EuiModalBody,
+  EuiModalFooter,
+  EuiModalHeader,
+  EuiModalHeaderTitle,
+  EuiFieldNumber,
+  EuiFieldText,
+  EuiModal,
+} from '@elastic/eui';
+import { FormattedMessage } from '@kbn/i18n-react';
+import { EmbeddableChangePointChartInput } from './embeddable_change_point_chart';
+import { FunctionPicker } from '../components/change_point_detection/function_picker';
+
+export const MAX_ANOMALY_CHARTS_ALLOWED = 50;
+
+export const DEFAULT_MAX_SERIES_TO_PLOT = 6;
+
+export interface AnomalyChartsInitializerProps {
+  defaultTitle: string;
+  initialInput?: Partial<EmbeddableChangePointChartInput>;
+  onCreate: (props: { panelTitle: string; maxSeriesToPlot?: number }) => void;
+  onCancel: () => void;
+}
+
+export const ChangePointChartInitializer: FC<AnomalyChartsInitializerProps> = ({
+  defaultTitle,
+  initialInput,
+  onCreate,
+  onCancel,
+}) => {
+  const [panelTitle, setPanelTitle] = useState(defaultTitle);
+  const [maxSeriesToPlot, setMaxSeriesToPlot] = useState(
+    initialInput?.maxSeriesToPlot ?? DEFAULT_MAX_SERIES_TO_PLOT
+  );
+
+  const [fn, setFn] = useState<string>(initialInput?.fn ?? 'avg');
+
+  const isPanelTitleValid = panelTitle.length > 0;
+  const isMaxSeriesToPlotValid =
+    maxSeriesToPlot >= 1 && maxSeriesToPlot <= MAX_ANOMALY_CHARTS_ALLOWED;
+  const isFormValid = isPanelTitleValid && isMaxSeriesToPlotValid;
+
+  return (
+    <EuiModal
+      initialFocus="[name=panelTitle]"
+      onClose={onCancel}
+      data-test-subj={'aiopsChangePointChartEmbeddableInitializer'}
+    >
+      <EuiModalHeader>
+        <EuiModalHeaderTitle>
+          <FormattedMessage
+            id="xpack.aiops.embeddableChangePointChart.modalTitle"
+            defaultMessage="Change point charts configuration"
+          />
+        </EuiModalHeaderTitle>
+      </EuiModalHeader>
+
+      <EuiModalBody>
+        <EuiForm>
+          <EuiFormRow
+            label={
+              <FormattedMessage
+                id="xpack.aiops.embeddableChangePointChart.panelTitleLabel"
+                defaultMessage="Panel title"
+              />
+            }
+            isInvalid={!isPanelTitleValid}
+          >
+            <EuiFieldText
+              data-test-subj="panelTitleInput"
+              id="panelTitle"
+              name="panelTitle"
+              value={panelTitle}
+              onChange={(e) => setPanelTitle(e.target.value)}
+              isInvalid={!isPanelTitleValid}
+            />
+          </EuiFormRow>
+
+          <EuiFormRow
+            label={
+              <FormattedMessage
+                id="xpack.aiops.embeddableChangePointChart.functionLabel"
+                defaultMessage="Function"
+              />
+            }
+          >
+            <FunctionPicker value={fn} onChange={setFn} />
+          </EuiFormRow>
+
+          <EuiFormRow
+            isInvalid={!isMaxSeriesToPlotValid}
+            error={
+              !isMaxSeriesToPlotValid ? (
+                <FormattedMessage
+                  id="xpack.aiops.embeddableChangePointChart.maxSeriesToPlotError"
+                  defaultMessage="Maximum number of series to plot must be between 1 and 50."
+                />
+              ) : undefined
+            }
+            label={
+              <FormattedMessage
+                id="xpack.aiops.embeddableChangePointChart.maxSeriesToPlotLabel"
+                defaultMessage="Maximum number of series to plot"
+              />
+            }
+          >
+            <EuiFieldNumber
+              data-test-subj="mlAnomalyChartsInitializerMaxSeries"
+              id="selectMaxSeriesToPlot"
+              name="selectMaxSeriesToPlot"
+              value={maxSeriesToPlot}
+              onChange={(e) => setMaxSeriesToPlot(parseInt(e.target.value, 10))}
+              min={1}
+              max={MAX_ANOMALY_CHARTS_ALLOWED}
+            />
+          </EuiFormRow>
+        </EuiForm>
+      </EuiModalBody>
+
+      <EuiModalFooter>
+        <EuiButtonEmpty onClick={onCancel} data-test-subj="mlAnomalyChartsInitializerCancelButton">
+          <FormattedMessage
+            id="xpack.aiops.embeddableChangePointChart.setupModal.cancelButtonLabel"
+            defaultMessage="Cancel"
+          />
+        </EuiButtonEmpty>
+
+        <EuiButton
+          data-test-subj="mlAnomalyChartsInitializerConfirmButton"
+          isDisabled={!isFormValid}
+          onClick={onCreate.bind(null, {
+            panelTitle,
+            maxSeriesToPlot,
+          })}
+          fill
+        >
+          <FormattedMessage
+            id="xpack.aiops.embeddableChangePointChart.setupModal.confirmButtonLabel"
+            defaultMessage="Confirm configurations"
+          />
+        </EuiButton>
+      </EuiModalFooter>
+    </EuiModal>
+  );
+};
--- a/x-pack/plugins/aiops/public/embeddable/const.ts
+++ b/x-pack/plugins/aiops/public/embeddable/const.ts
@ -0,0 +1,8 @@
+/*
+ * 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.
+ */
+
+export const MAX_SERIES = 50;
--- a/x-pack/plugins/aiops/public/embeddable/embeddable_change_point_chart.tsx
+++ b/x-pack/plugins/aiops/public/embeddable/embeddable_change_point_chart.tsx
@ -0,0 +1,132 @@
+/*
+ * 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, { Suspense } from 'react';
+import ReactDOM from 'react-dom';
+import {
+  Embeddable as AbstractEmbeddable,
+  EmbeddableInput,
+  EmbeddableOutput,
+  IContainer,
+} from '@kbn/embeddable-plugin/public';
+import { KibanaThemeProvider, toMountPoint, wrapWithTheme } from '@kbn/kibana-react-plugin/public';
+import { ThemeServiceStart } from '@kbn/core-theme-browser';
+import { DataPublicPluginStart, UI_SETTINGS } from '@kbn/data-plugin/public';
+import { type CoreStart, IUiSettingsClient } from '@kbn/core/public';
+import { DatePickerContextProvider } from '@kbn/ml-date-picker';
+import { pick } from 'lodash';
+import { LensPublicStart } from '@kbn/lens-plugin/public';
+import { Subject } from 'rxjs';
+import { EmbeddableInputTracker } from './embeddable_chart_component_wrapper';
+import { EMBEDDABLE_CHANGE_POINT_CHART_TYPE } from '../../common/constants';
+import { AiopsAppContext, type AiopsAppDependencies } from '../hooks/use_aiops_app_context';
+
+import { EmbeddableChangePointChartProps } from './embeddable_change_point_chart_component';
+
+export type EmbeddableChangePointChartInput = EmbeddableInput & EmbeddableChangePointChartProps;
+
+export type EmbeddableChangePointChartOutput = EmbeddableOutput;
+
+export interface EmbeddableChangePointChartDeps {
+  theme: ThemeServiceStart;
+  data: DataPublicPluginStart;
+  uiSettings: IUiSettingsClient;
+  http: CoreStart['http'];
+  notifications: CoreStart['notifications'];
+  i18n: CoreStart['i18n'];
+  lens: LensPublicStart;
+}
+
+export type IEmbeddableChangePointChart = typeof EmbeddableChangePointChart;
+
+export class EmbeddableChangePointChart extends AbstractEmbeddable<
+  EmbeddableChangePointChartInput,
+  EmbeddableChangePointChartOutput
+> {
+  public readonly type = EMBEDDABLE_CHANGE_POINT_CHART_TYPE;
+
+  private reload$ = new Subject<number>();
+
+  public reload(): void {
+    this.reload$.next(Date.now());
+  }
+
+  private node?: HTMLElement;
+
+  constructor(
+    private readonly deps: EmbeddableChangePointChartDeps,
+    initialInput: EmbeddableChangePointChartInput,
+    parent?: IContainer
+  ) {
+    super(initialInput, { defaultTitle: initialInput.title }, parent);
+  }
+
+  public reportsEmbeddableLoad() {
+    return true;
+  }
+
+  public onLoading() {
+    this.renderComplete.dispatchInProgress();
+    this.updateOutput({ loading: true, error: undefined });
+  }
+
+  public onError(error: Error) {
+    this.renderComplete.dispatchError();
+    this.updateOutput({ loading: false, error: { name: error.name, message: error.message } });
+  }
+
+  public onRenderComplete() {
+    this.renderComplete.dispatchComplete();
+    this.updateOutput({ loading: false, error: undefined });
+  }
+
+  render(el: HTMLElement): void {
+    super.render(el);
+
+    this.node = el;
+    // required for the export feature to work
+    this.node.setAttribute('data-shared-item', '');
+
+    const I18nContext = this.deps.i18n.Context;
+
+    const datePickerDeps = {
+      ...pick(this.deps, ['data', 'http', 'notifications', 'theme', 'uiSettings']),
+      toMountPoint,
+      wrapWithTheme,
+      uiSettingsKeys: UI_SETTINGS,
+    };
+
+    const input = this.getInput();
+    const input$ = this.getInput$();
+
+    ReactDOM.render(
+      <I18nContext>
+        <KibanaThemeProvider theme$={this.deps.theme.theme$}>
+          <AiopsAppContext.Provider value={this.deps as unknown as AiopsAppDependencies}>
+            <DatePickerContextProvider {...datePickerDeps}>
+              <Suspense fallback={null}>
+                <EmbeddableInputTracker
+                  input$={input$}
+                  initialInput={input}
+                  reload$={this.reload$}
+                />
+              </Suspense>
+            </DatePickerContextProvider>
+          </AiopsAppContext.Provider>
+        </KibanaThemeProvider>
+      </I18nContext>,
+      el
+    );
+  }
+
+  public destroy() {
+    super.destroy();
+    if (this.node) {
+      ReactDOM.unmountComponentAtNode(this.node);
+    }
+  }
+}
--- a/x-pack/plugins/aiops/public/embeddable/embeddable_change_point_chart_component.tsx
+++ b/x-pack/plugins/aiops/public/embeddable/embeddable_change_point_chart_component.tsx
@ -0,0 +1,61 @@
+/*
+ * 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 type { CoreStart } from '@kbn/core/public';
+import type { TimeRange } from '@kbn/es-query';
+import React from 'react';
+import {
+  EmbeddableFactory,
+  EmbeddableOutput,
+  EmbeddableRoot,
+  useEmbeddableFactory,
+} from '@kbn/embeddable-plugin/public';
+import { EuiLoadingChart } from '@elastic/eui';
+import { EMBEDDABLE_CHANGE_POINT_CHART_TYPE } from '../../common/constants';
+import type { AiopsPluginStartDeps } from '../types';
+import type { EmbeddableChangePointChartInput } from './embeddable_change_point_chart';
+
+export interface EmbeddableChangePointChartProps {
+  dataViewId: string;
+  timeRange: TimeRange;
+  fn: 'avg' | 'sum' | 'min' | 'max' | string;
+  metricField: string;
+  splitField?: string;
+  partitions?: string[];
+  maxSeriesToPlot?: number;
+}
+
+export function getEmbeddableChangePointChart(core: CoreStart, plugins: AiopsPluginStartDeps) {
+  const { embeddable: embeddableStart } = plugins;
+  const factory = embeddableStart.getEmbeddableFactory<EmbeddableChangePointChartInput>(
+    EMBEDDABLE_CHANGE_POINT_CHART_TYPE
+  )!;
+
+  return (props: EmbeddableChangePointChartProps) => {
+    const input = { ...props };
+    return (
+      <EmbeddableRootWrapper factory={factory} input={input as EmbeddableChangePointChartInput} />
+    );
+  };
+}
+
+function EmbeddableRootWrapper({
+  factory,
+  input,
+}: {
+  factory: EmbeddableFactory<EmbeddableChangePointChartInput, EmbeddableOutput>;
+  input: EmbeddableChangePointChartInput;
+}) {
+  const [embeddable, loading, error] = useEmbeddableFactory<EmbeddableChangePointChartInput>({
+    factory,
+    input,
+  });
+  if (loading) {
+    return <EuiLoadingChart />;
+  }
+  return <EmbeddableRoot embeddable={embeddable} loading={loading} error={error} input={input} />;
+}
--- a/x-pack/plugins/aiops/public/embeddable/embeddable_change_point_chart_factory.ts
+++ b/x-pack/plugins/aiops/public/embeddable/embeddable_change_point_chart_factory.ts
@ -0,0 +1,100 @@
+/*
+ * 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 {
+  EmbeddableFactoryDefinition,
+  ErrorEmbeddable,
+  IContainer,
+} from '@kbn/embeddable-plugin/public';
+import { i18n } from '@kbn/i18n';
+import { type DataPublicPluginStart } from '@kbn/data-plugin/public';
+import { StartServicesAccessor } from '@kbn/core-lifecycle-browser';
+import { EMBEDDABLE_CHANGE_POINT_CHART_TYPE } from '../../common/constants';
+import type { AiopsPluginStart, AiopsPluginStartDeps } from '../types';
+import {
+  EmbeddableChangePointChart,
+  EmbeddableChangePointChartInput,
+} from './embeddable_change_point_chart';
+
+export interface EmbeddableChangePointChartStartServices {
+  data: DataPublicPluginStart;
+}
+
+export type EmbeddableChangePointChartType = typeof EMBEDDABLE_CHANGE_POINT_CHART_TYPE;
+
+export class EmbeddableChangePointChartFactory implements EmbeddableFactoryDefinition {
+  public readonly type = EMBEDDABLE_CHANGE_POINT_CHART_TYPE;
+
+  public readonly grouping = [
+    {
+      id: 'ml',
+      getDisplayName: () =>
+        i18n.translate('xpack.aiops.navMenu.mlAppNameText', {
+          defaultMessage: 'Machine Learning',
+        }),
+      getIconType: () => 'machineLearningApp',
+    },
+  ];
+
+  constructor(
+    private readonly getStartServices: StartServicesAccessor<AiopsPluginStartDeps, AiopsPluginStart>
+  ) {}
+
+  /**
+   * TODO
+   */
+  public isEditable = async () => {
+    return false;
+  };
+
+  getDisplayName() {
+    return i18n.translate('xpack.aiops.embeddableChangePointChartDisplayName', {
+      defaultMessage: 'Change point detection',
+    });
+  }
+
+  /**
+   * TODO
+   */
+  canCreateNew() {
+    return false;
+  }
+
+  public async getExplicitInput(): Promise<Partial<EmbeddableChangePointChartInput>> {
+    const [coreStart] = await this.getStartServices();
+
+    try {
+      const { resolveEmbeddableChangePointUserInput } = await import('./handle_explicit_input');
+      return await resolveEmbeddableChangePointUserInput(coreStart);
+    } catch (e) {
+      return Promise.reject();
+    }
+  }
+
+  async create(input: EmbeddableChangePointChartInput, parent?: IContainer) {
+    try {
+      const [{ i18n: i18nService, theme, http, uiSettings, notifications }, { lens, data }] =
+        await this.getStartServices();
+
+      return new EmbeddableChangePointChart(
+        {
+          theme,
+          http,
+          i18n: i18nService,
+          uiSettings,
+          data,
+          notifications,
+          lens,
+        },
+        input,
+        parent
+      );
+    } catch (e) {
+      return new ErrorEmbeddable(e, input, parent);
+    }
+  }
+}
--- a/x-pack/plugins/aiops/public/embeddable/embeddable_chart_component_wrapper.tsx
+++ b/x-pack/plugins/aiops/public/embeddable/embeddable_chart_component_wrapper.tsx
@ -0,0 +1,172 @@
+/*
+ * 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 { type Observable } from 'rxjs';
+import React, { FC, useMemo } from 'react';
+import { useTimefilter } from '@kbn/ml-date-picker';
+import { css } from '@emotion/react';
+import useObservable from 'react-use/lib/useObservable';
+import { ReloadContextProvider } from '../hooks/use_reload';
+import type {
+  ChangePointAnnotation,
+  ChangePointDetectionRequestParams,
+} from '../components/change_point_detection/change_point_detection_context';
+import { EmbeddableChangePointChartInput } from './embeddable_change_point_chart';
+import { EmbeddableChangePointChartProps } from './embeddable_change_point_chart_component';
+import { FilterQueryContextProvider, useFilerQueryUpdates } from '../hooks/use_filters_query';
+import { DataSourceContextProvider, useDataSource } from '../hooks/use_data_source';
+import { useAiopsAppContext } from '../hooks/use_aiops_app_context';
+import { useTimeBuckets } from '../hooks/use_time_buckets';
+import { createMergedEsQuery } from '../application/utils/search_utils';
+import { useChangePointResults } from '../components/change_point_detection/use_change_point_agg_request';
+import { ChartsGrid } from '../components/change_point_detection/charts_grid';
+import { NoChangePointsWarning } from '../components/change_point_detection/no_change_points_warning';
+
+const defaultSort = {
+  field: 'p_value' as keyof ChangePointAnnotation,
+  direction: 'asc',
+};
+
+export const EmbeddableInputTracker: FC<{
+  input$: Observable<EmbeddableChangePointChartInput>;
+  initialInput: EmbeddableChangePointChartInput;
+  reload$: Observable<number>;
+}> = ({ input$, initialInput, reload$ }) => {
+  const input = useObservable(input$, initialInput);
+
+  return (
+    <ReloadContextProvider reload$={reload$}>
+      <DataSourceContextProvider dataViewId={input.dataViewId}>
+        <FilterQueryContextProvider timeRange={input.timeRange}>
+          <ChartGridEmbeddableWrapper
+            timeRange={input.timeRange}
+            fn={input.fn}
+            metricField={input.metricField}
+            splitField={input.splitField}
+            maxSeriesToPlot={input.maxSeriesToPlot}
+            dataViewId={input.dataViewId}
+            partitions={input.partitions}
+          />
+        </FilterQueryContextProvider>
+      </DataSourceContextProvider>
+    </ReloadContextProvider>
+  );
+};
+
+/**
+ * Grid component wrapper for embeddable.
+ *
+ * @param timeRange
+ * @param fn
+ * @param metricField
+ * @param maxSeriesToPlot
+ * @param splitField
+ * @param partitions
+ * @constructor
+ */
+export const ChartGridEmbeddableWrapper: FC<EmbeddableChangePointChartProps> = ({
+  fn,
+  metricField,
+  maxSeriesToPlot,
+  splitField,
+  partitions,
+}) => {
+  const { filters, query, timeRange } = useFilerQueryUpdates();
+
+  const fieldConfig = useMemo(() => {
+    return { fn, metricField, splitField };
+  }, [fn, metricField, splitField]);
+
+  const { dataView } = useDataSource();
+  const { uiSettings } = useAiopsAppContext();
+  const timeBuckets = useTimeBuckets();
+  const timefilter = useTimefilter();
+
+  const interval = useMemo(() => {
+    timeBuckets.setInterval('auto');
+    timeBuckets.setBounds(timefilter.calculateBounds(timeRange));
+    return timeBuckets.getInterval().expression;
+  }, [timeRange, timeBuckets, timefilter]);
+
+  const combinedQuery = useMemo(() => {
+    const mergedQuery = createMergedEsQuery(query, filters, dataView, uiSettings);
+    if (!Array.isArray(mergedQuery.bool?.filter)) {
+      if (!mergedQuery.bool) {
+        mergedQuery.bool = {};
+      }
+      mergedQuery.bool.filter = [];
+    }
+
+    mergedQuery.bool!.filter.push({
+      range: {
+        [dataView.timeFieldName!]: {
+          from: timeRange.from,
+          to: timeRange.to,
+        },
+      },
+    });
+
+    if (partitions && fieldConfig.splitField) {
+      mergedQuery.bool?.filter.push({
+        terms: {
+          [fieldConfig.splitField]: partitions,
+        },
+      });
+    }
+
+    return mergedQuery;
+  }, [
+    dataView,
+    fieldConfig.splitField,
+    filters,
+    partitions,
+    query,
+    timeRange.from,
+    timeRange.to,
+    uiSettings,
+  ]);
+
+  const requestParams = useMemo<ChangePointDetectionRequestParams>(() => {
+    return { interval } as ChangePointDetectionRequestParams;
+  }, [interval]);
+
+  const { results } = useChangePointResults(fieldConfig, requestParams, combinedQuery, 10000);
+
+  const changePoints = useMemo<ChangePointAnnotation[]>(() => {
+    let resultChangePoints: ChangePointAnnotation[] = results.sort((a, b) => {
+      if (defaultSort.direction === 'asc') {
+        return (a[defaultSort.field] as number) - (b[defaultSort.field] as number);
+      } else {
+        return (b[defaultSort.field] as number) - (a[defaultSort.field] as number);
+      }
+    });
+
+    if (maxSeriesToPlot) {
+      resultChangePoints = resultChangePoints.slice(0, maxSeriesToPlot);
+    }
+
+    return resultChangePoints;
+  }, [results, maxSeriesToPlot]);
+
+  return (
+    <div
+      css={css`
+        overflow: auto;
+        width: 100%;
+      `}
+    >
+      {changePoints.length > 0 ? (
+        <ChartsGrid
+          changePoints={changePoints.map((r) => ({ ...r, ...fieldConfig }))}
+          interval={requestParams.interval}
+        />
+      ) : (
+        <NoChangePointsWarning />
+      )}
+    </div>
+  );
+};
--- a/x-pack/plugins/aiops/public/embeddable/handle_explicit_input.tsx
+++ b/x-pack/plugins/aiops/public/embeddable/handle_explicit_input.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 type { CoreStart } from '@kbn/core/public';
+import { toMountPoint, wrapWithTheme } from '@kbn/kibana-react-plugin/public';
+import React from 'react';
+import { ChangePointChartInitializer } from './change_point_chart_initializer';
+import { EmbeddableChangePointChartInput } from './embeddable_change_point_chart';
+
+export async function resolveEmbeddableChangePointUserInput(
+  coreStart: CoreStart,
+  input?: EmbeddableChangePointChartInput
+): Promise<Partial<EmbeddableChangePointChartInput>> {
+  const { overlays } = coreStart;
+
+  return new Promise(async (resolve, reject) => {
+    try {
+      const title = input?.title;
+      const { theme$ } = coreStart.theme;
+      const modalSession = overlays.openModal(
+        toMountPoint(
+          wrapWithTheme(
+            <ChangePointChartInitializer
+              defaultTitle={title ?? ''}
+              initialInput={input}
+              onCreate={({ panelTitle, maxSeriesToPlot }) => {
+                modalSession.close();
+                resolve({
+                  title: panelTitle,
+                  maxSeriesToPlot,
+                });
+              }}
+              onCancel={() => {
+                modalSession.close();
+                reject();
+              }}
+            />,
+            theme$
+          )
+        )
+      );
+    } catch (error) {
+      reject(error);
+    }
+  });
+}
--- a/x-pack/plugins/aiops/public/embeddable/index.ts
+++ b/x-pack/plugins/aiops/public/embeddable/index.ts
@ -0,0 +1,9 @@
+/*
+ * 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.
+ */
+
+export { EmbeddableChangePointChartFactory } from './embeddable_change_point_chart_factory';
+export { type EmbeddableChangePointChartProps } from './embeddable_change_point_chart_component';
--- a/x-pack/plugins/aiops/public/embeddable/register_embeddable.ts
+++ b/x-pack/plugins/aiops/public/embeddable/register_embeddable.ts
@ -0,0 +1,19 @@
+/*
+ * 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 type { CoreSetup } from '@kbn/core-lifecycle-browser';
+import type { EmbeddableSetup } from '@kbn/embeddable-plugin/public';
+import type { AiopsPluginStart, AiopsPluginStartDeps } from '../types';
+import { EmbeddableChangePointChartFactory } from './embeddable_change_point_chart_factory';
+
+export const registerEmbeddable = (
+  core: CoreSetup<AiopsPluginStartDeps, AiopsPluginStart>,
+  embeddable: EmbeddableSetup
+) => {
+  const factory = new EmbeddableChangePointChartFactory(core.getStartServices);
+  embeddable.registerEmbeddableFactory(factory.type, factory);
+};
--- a/x-pack/plugins/aiops/public/hooks/use_aiops_app_context.ts
+++ b/x-pack/plugins/aiops/public/hooks/use_aiops_app_context.ts
@ -29,6 +29,9 @@ import type {
  FieldStatsServices,
 } from '@kbn/unified-field-list/src/components/field_stats';
 import type { TimeRange as TimeRangeMs } from '@kbn/ml-date-picker';
+import type { PresentationUtilPluginStart } from '@kbn/presentation-util-plugin/public';
+import type { EmbeddableStart } from '@kbn/embeddable-plugin/public';
+import type { CasesUiStart } from '@kbn/cases-plugin/public';

 /**
 * AIOps App Dependencies to be provided via React context.
@ -104,6 +107,9 @@ export interface AiopsAppDependencies {
      dslQuery?: FieldStatsProps['dslQuery'];
    }>;
  };
+  presentationUtil?: PresentationUtilPluginStart;
+  embeddable?: EmbeddableStart;
+  cases?: CasesUiStart;
 }

 /**
--- a/x-pack/plugins/aiops/public/hooks/use_cases_modal.ts
+++ b/x-pack/plugins/aiops/public/hooks/use_cases_modal.ts
@ -0,0 +1,52 @@
+/*
+ * 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 { useCallback } from 'react';
+import { stringHash } from '@kbn/ml-string-hash';
+import { AttachmentType } from '@kbn/cases-plugin/common';
+import { EmbeddableChangePointChartInput } from '../embeddable/embeddable_change_point_chart';
+import { EmbeddableChangePointChartType } from '../embeddable/embeddable_change_point_chart_factory';
+import { useAiopsAppContext } from './use_aiops_app_context';
+
+/**
+ * Returns a callback for opening the cases modal with provided attachment state.
+ */
+export const useCasesModal = <EmbeddableType extends EmbeddableChangePointChartType>(
+  embeddableType: EmbeddableType
+) => {
+  const { cases } = useAiopsAppContext();
+
+  const selectCaseModal = cases?.hooks.useCasesAddToExistingCaseModal();
+
+  return useCallback(
+    (persistableState: Partial<Omit<EmbeddableChangePointChartInput, 'id'>>) => {
+      const persistableStateAttachmentState = {
+        ...persistableState,
+        // Creates unique id based on the input
+        id: stringHash(JSON.stringify(persistableState)).toString(),
+      };
+
+      if (!selectCaseModal) {
+        throw new Error('Cases modal is not available');
+      }
+
+      selectCaseModal.open({
+        getAttachments: () => [
+          {
+            type: AttachmentType.persistableState,
+            persistableStateAttachmentTypeId: embeddableType,
+            persistableStateAttachmentState: JSON.parse(
+              JSON.stringify(persistableStateAttachmentState)
+            ),
+          },
+        ],
+      });
+    },
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+    [embeddableType]
+  );
+};
--- a/x-pack/plugins/aiops/public/hooks/use_data_source.ts
+++ b/x-pack/plugins/aiops/public/hooks/use_data_source.ts
@ -1,24 +0,0 @@
-/*
- * 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 { createContext, useContext } from 'react';
-import { DataView } from '@kbn/data-views-plugin/common';
-import type { SavedSearch } from '@kbn/saved-search-plugin/public';
-
-export const DataSourceContext = createContext<{
-  dataView: DataView | never;
-  savedSearch: SavedSearch | null;
-}>({
-  get dataView(): never {
-    throw new Error('DataSourceContext is not implemented');
-  },
-  savedSearch: null,
-});
-
-export function useDataSource() {
-  return useContext(DataSourceContext);
-}
--- a/x-pack/plugins/aiops/public/hooks/use_data_source.tsx
+++ b/x-pack/plugins/aiops/public/hooks/use_data_source.tsx
@ -0,0 +1,105 @@
+/*
+ * 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, { createContext, FC, useCallback, useContext, useEffect, useState } from 'react';
+import { DataView } from '@kbn/data-views-plugin/common';
+import type { SavedSearch } from '@kbn/saved-search-plugin/public';
+import { EuiEmptyPrompt } from '@elastic/eui';
+import { FormattedMessage } from '@kbn/i18n-react';
+import { useAiopsAppContext } from './use_aiops_app_context';
+
+export const DataSourceContext = createContext<DataViewAndSavedSearch>({
+  get dataView(): never {
+    throw new Error('DataSourceContext is not implemented');
+  },
+  savedSearch: null,
+});
+
+export function useDataSource() {
+  return useContext(DataSourceContext);
+}
+
+export interface DataViewAndSavedSearch {
+  savedSearch: SavedSearch | null;
+  dataView: DataView;
+}
+
+/**
+ * Context provider that resolves current data view and the saved search
+ *
+ * @param children
+ * @constructor
+ */
+export const DataSourceContextProvider: FC<{ dataViewId?: string; savedSearchId?: string }> = ({
+  dataViewId,
+  savedSearchId,
+  children,
+}) => {
+  const [value, setValue] = useState<DataViewAndSavedSearch>();
+  const [error, setError] = useState<Error>();
+
+  const {
+    data: { dataViews },
+    // uiSettings,
+    // savedSearch: savedSearchService,
+  } = useAiopsAppContext();
+
+  /**
+   * Resolve data view or saved search if exists.
+   */
+  const resolveDataSource = useCallback(async (): Promise<DataViewAndSavedSearch> => {
+    const dataViewAndSavedSearch: DataViewAndSavedSearch = {
+      savedSearch: null,
+      // @ts-ignore
+      dataView: null,
+    };
+
+    // support only data views for now
+    if (dataViewId !== undefined) {
+      dataViewAndSavedSearch.dataView = await dataViews.get(dataViewId);
+    }
+
+    const { savedSearch, dataView } = dataViewAndSavedSearch;
+
+    return {
+      dataView,
+      savedSearch,
+    };
+  }, [dataViewId, dataViews]);
+
+  useEffect(() => {
+    resolveDataSource()
+      .then((result) => {
+        setValue(result);
+      })
+      .catch((e) => {
+        setError(e);
+      });
+  }, [resolveDataSource]);
+
+  if (!value && !error) return null;
+
+  if (error) {
+    return (
+      <EuiEmptyPrompt
+        iconType="error"
+        color="danger"
+        title={
+          <h2>
+            <FormattedMessage
+              id="xpack.aiops.dataSourceContext.errorTitle"
+              defaultMessage="Unable to fetch data view or saved search"
+            />
+          </h2>
+        }
+        body={<p>{error.message}</p>}
+      />
+    );
+  }
+
+  return <DataSourceContext.Provider value={value!}>{children}</DataSourceContext.Provider>;
+};
--- a/x-pack/plugins/aiops/public/hooks/use_filters_query.tsx
+++ b/x-pack/plugins/aiops/public/hooks/use_filters_query.tsx
@ -0,0 +1,86 @@
+/*
+ * 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, { type FC, createContext, useEffect, useState, useContext } from 'react';
+import type { Filter, Query, TimeRange } from '@kbn/es-query';
+import { useTimeRangeUpdates } from '@kbn/ml-date-picker';
+import { type AggregateQuery } from '@kbn/es-query';
+import { useAiopsAppContext } from './use_aiops_app_context';
+
+export const FilterQueryContext = createContext<{
+  filters: Filter[];
+  query: Query;
+  timeRange: TimeRange;
+}>({
+  get filters(): Filter[] {
+    throw new Error('FilterQueryContext is not initialized');
+  },
+  get query(): Query {
+    throw new Error('FilterQueryContext is not initialized');
+  },
+  get timeRange(): TimeRange {
+    throw new Error('FilterQueryContext is not initialized');
+  },
+});
+
+/**
+ * Helper context to provide the latest filter, query and time range values
+ * from the data plugin.
+ * Also merges custom filters and queries provided with an input.
+ *
+ * @param children
+ * @constructor
+ */
+export const FilterQueryContextProvider: FC<{ timeRange?: TimeRange }> = ({
+  children,
+  timeRange,
+}) => {
+  const {
+    data: {
+      query: { filterManager, queryString },
+    },
+  } = useAiopsAppContext();
+
+  const [resultFilters, setResultFilter] = useState<Filter[]>(filterManager.getFilters());
+  const [resultQuery, setResultQuery] = useState<Query | AggregateQuery>(queryString.getQuery());
+
+  const timeRangeUpdates = useTimeRangeUpdates(true);
+
+  useEffect(() => {
+    const sub = filterManager.getUpdates$().subscribe(() => {
+      setResultFilter(filterManager.getFilters());
+    });
+    return () => {
+      sub.unsubscribe();
+    };
+  }, [filterManager]);
+
+  useEffect(() => {
+    const sub = queryString.getUpdates$().subscribe(() => {
+      setResultQuery(queryString.getQuery());
+    });
+    return () => {
+      sub.unsubscribe();
+    };
+  }, [queryString]);
+
+  return (
+    <FilterQueryContext.Provider
+      value={{
+        filters: resultFilters,
+        query: resultQuery as Query,
+        timeRange: timeRange ?? timeRangeUpdates,
+      }}
+    >
+      {children}
+    </FilterQueryContext.Provider>
+  );
+};
+
+export const useFilerQueryUpdates = () => {
+  return useContext(FilterQueryContext);
+};
--- a/x-pack/plugins/aiops/public/hooks/use_reload.tsx
+++ b/x-pack/plugins/aiops/public/hooks/use_reload.tsx
@ -0,0 +1,30 @@
+/*
+ * 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, { useContext } from 'react';
+import { type Observable } from 'rxjs';
+import useObservable from 'react-use/lib/useObservable';
+
+export interface ReloadContextValue {
+  refreshTimestamp: number;
+}
+
+export const ReloadContext = React.createContext<ReloadContextValue>({
+  refreshTimestamp: Date.now(),
+});
+
+export const ReloadContextProvider: React.FC<{ reload$: Observable<number> }> = ({
+  reload$,
+  children,
+}) => {
+  const refreshTimestamp = useObservable(reload$, Date.now());
+  return <ReloadContext.Provider value={{ refreshTimestamp }}>{children}</ReloadContext.Provider>;
+};
+
+export const useReload = () => {
+  return useContext(ReloadContext);
+};
--- a/x-pack/plugins/aiops/public/plugin.tsx
+++ b/x-pack/plugins/aiops/public/plugin.tsx
@ -6,23 +6,42 @@
 */

 import type { CoreStart, Plugin } from '@kbn/core/public';
+import { type CoreSetup } from '@kbn/core/public';
 import { firstValueFrom } from 'rxjs';
-
-import {
+import type {
  AiopsPluginSetup,
  AiopsPluginSetupDeps,
  AiopsPluginStart,
  AiopsPluginStartDeps,
 } from './types';
+import { getEmbeddableChangePointChart } from './embeddable/embeddable_change_point_chart_component';

 export class AiopsPlugin
  implements Plugin<AiopsPluginSetup, AiopsPluginStart, AiopsPluginSetupDeps, AiopsPluginStartDeps>
 {
-  public setup() {
-    return {};
+  public setup(
+    core: CoreSetup<AiopsPluginStartDeps, AiopsPluginStart>,
+    { embeddable, cases, licensing }: AiopsPluginSetupDeps
+  ) {
+    firstValueFrom(licensing.license$).then(async (license) => {
+      if (license.hasAtLeast('platinum')) {
+        if (embeddable) {
+          const { registerEmbeddable } = await import('./embeddable/register_embeddable');
+          registerEmbeddable(core, embeddable);
+        }
+
+        if (cases) {
+          const [coreStart, pluginStart] = await core.getStartServices();
+          const { registerChangePointChartsAttachment } = await import(
+            './cases/register_change_point_charts_attachment'
+          );
+          registerChangePointChartsAttachment(cases, coreStart, pluginStart);
+        }
+      }
+    });
  }

-  public start(core: CoreStart, plugins: AiopsPluginStartDeps) {
+  public start(core: CoreStart, plugins: AiopsPluginStartDeps): AiopsPluginStart {
    // importing async to keep the aiops plugin size to a minimum
    Promise.all([
      import('@kbn/ui-actions-plugin/public'),
@ -42,7 +61,9 @@ export class AiopsPlugin
      }
    });

-    return {};
+    return {
+      EmbeddableChangePointChart: getEmbeddableChangePointChart(core, plugins),
+    };
  }

  public stop() {}
--- a/x-pack/plugins/aiops/public/types.ts
+++ b/x-pack/plugins/aiops/public/types.ts
@ -15,9 +15,16 @@ import type { LicensingPluginStart } from '@kbn/licensing-plugin/public';
 import type { SharePluginStart } from '@kbn/share-plugin/public';
 import type { UiActionsStart } from '@kbn/ui-actions-plugin/public';
 import type { UnifiedSearchPublicPluginStart } from '@kbn/unified-search-plugin/public';
+import type { EmbeddableSetup, EmbeddableStart } from '@kbn/embeddable-plugin/public';
+import type { CasesUiSetup } from '@kbn/cases-plugin/public';
+import { LicensingPluginSetup } from '@kbn/licensing-plugin/public';
+import type { EmbeddableChangePointChartProps } from './embeddable';

-// eslint-disable-next-line @typescript-eslint/no-empty-interface
-export interface AiopsPluginSetupDeps {}
+export interface AiopsPluginSetupDeps {
+  embeddable: EmbeddableSetup;
+  cases: CasesUiSetup;
+  licensing: LicensingPluginSetup;
+}

 export interface AiopsPluginStartDeps {
  data: DataPublicPluginStart;
@ -30,12 +37,10 @@ export interface AiopsPluginStartDeps {
  storage: IStorageWrapper;
  licensing: LicensingPluginStart;
  executionContext: ExecutionContextStart;
+  embeddable: EmbeddableStart;
 }

-/**
- * aiops plugin server setup contract
- */
-// eslint-disable-next-line @typescript-eslint/no-empty-interface
-export interface AiopsPluginSetup {}
-// eslint-disable-next-line @typescript-eslint/no-empty-interface
-export interface AiopsPluginStart {}
+export type AiopsPluginSetup = void;
+export interface AiopsPluginStart {
+  EmbeddableChangePointChart: React.ComponentType<EmbeddableChangePointChartProps>;
+}
--- a/x-pack/plugins/aiops/server/plugin.ts
+++ b/x-pack/plugins/aiops/server/plugin.ts
@ -10,6 +10,7 @@ import { Subscription } from 'rxjs';
 import { PluginInitializerContext, CoreSetup, CoreStart, Plugin, Logger } from '@kbn/core/server';
 import type { DataRequestHandlerContext } from '@kbn/data-plugin/server';

+import { CASES_ATTACHMENT_CHANGE_POINT_CHART } from '../common/constants';
 import { isActiveLicense } from './lib/license';
 import {
  AiopsLicense,
@ -54,6 +55,12 @@ export class AiopsPlugin
      defineLogCategorizationRoutes(router, aiopsLicense);
    });

+    if (plugins.cases) {
+      plugins.cases.attachmentFramework.registerPersistableState({
+        id: CASES_ATTACHMENT_CHANGE_POINT_CHART,
+      });
+    }
+
    return {};
  }

--- a/x-pack/plugins/aiops/server/types.ts
+++ b/x-pack/plugins/aiops/server/types.ts
@ -7,10 +7,12 @@

 import type { PluginSetup, PluginStart } from '@kbn/data-plugin/server';
 import type { LicensingPluginStart } from '@kbn/licensing-plugin/server';
+import type { CasesSetup } from '@kbn/cases-plugin/server';

 export interface AiopsPluginSetupDeps {
  data: PluginSetup;
  licensing: LicensingPluginStart;
+  cases?: CasesSetup;
 }

 export interface AiopsPluginStartDeps {
--- a/x-pack/plugins/aiops/tsconfig.json
+++ b/x-pack/plugins/aiops/tsconfig.json
@ -57,6 +57,11 @@
    "@kbn/unified-field-list",
    "@kbn/unified-search-plugin",
    "@kbn/utility-types",
+    "@kbn/presentation-util-plugin",
+    "@kbn/embeddable-plugin",
+    "@kbn/core-theme-browser",
+    "@kbn/core-lifecycle-browser",
+    "@kbn/cases-plugin",
  ],
  "exclude": [
    "target/**/*",
--- a/x-pack/plugins/ml/kibana.jsonc
+++ b/x-pack/plugins/ml/kibana.jsonc
@ -28,7 +28,8 @@
      "unifiedSearch",
      "savedObjectsManagement",
      "savedSearch",
-      "contentManagement"
+      "contentManagement",
+      "presentationUtil"
    ],
    "optionalPlugins": [
      "alerting",
--- a/x-pack/plugins/ml/public/application/aiops/change_point_detection.tsx
+++ b/x-pack/plugins/ml/public/application/aiops/change_point_detection.tsx
@ -60,6 +60,9 @@ export const ChangePointDetectionPage: FC = () => {
              'unifiedSearch',
              'theme',
              'lens',
+              'presentationUtil',
+              'embeddable',
+              'cases',
            ]),
            fieldStats: { useFieldStatsTrigger, FieldStatsFlyoutProvider },
          }}
--- a/x-pack/plugins/ml/public/application/app.tsx
+++ b/x-pack/plugins/ml/public/application/app.tsx
@ -102,6 +102,7 @@ const App: FC<AppProps> = ({ coreStart, deps, appMountParams }) => {
      savedObjectsManagement: deps.savedObjectsManagement,
      savedSearch: deps.savedSearch,
      contentManagement: deps.contentManagement,
+      presentationUtil: deps.presentationUtil,
      ...coreStart,
      mlServices: getMlGlobalServices(coreStart.http, deps.usageCollection),
    };
--- a/x-pack/plugins/ml/public/application/contexts/kibana/kibana_context.ts
+++ b/x-pack/plugins/ml/public/application/contexts/kibana/kibana_context.ts
@ -28,6 +28,7 @@ import type { LensPublicStart } from '@kbn/lens-plugin/public';
 import type { SavedObjectsManagementPluginStart } from '@kbn/saved-objects-management-plugin/public';
 import type { ContentManagementPublicStart } from '@kbn/content-management-plugin/public';
 import type { SavedSearchPublicPluginStart } from '@kbn/saved-search-plugin/public';
+import type { PresentationUtilPluginStart } from '@kbn/presentation-util-plugin/public';
 import type { MlServicesContext } from '../../app';

 interface StartPlugins {
@ -53,6 +54,7 @@ interface StartPlugins {
  savedObjectsManagement: SavedObjectsManagementPluginStart;
  savedSearch: SavedSearchPublicPluginStart;
  contentManagement: ContentManagementPublicStart;
+  presentationUtil: PresentationUtilPluginStart;
 }
 export type StartServices = CoreStart &
  StartPlugins & {
--- a/x-pack/plugins/ml/public/embeddables/anomaly_swimlane/anomaly_swimlane_embeddable_factory.ts
+++ b/x-pack/plugins/ml/public/embeddables/anomaly_swimlane/anomaly_swimlane_embeddable_factory.ts
@ -10,6 +10,7 @@ import { i18n } from '@kbn/i18n';
 import type { StartServicesAccessor } from '@kbn/core/public';

 import type { EmbeddableFactoryDefinition, IContainer } from '@kbn/embeddable-plugin/public';
+import type { IAnomalySwimlaneEmbeddable } from './anomaly_swimlane_embeddable';
 import { PLUGIN_ID, PLUGIN_ICON, ML_APP_NAME } from '../../../common/constants/app';
 import { HttpService } from '../../application/services/http_service';
 import type { MlPluginStart, MlStartDependencies } from '../../plugin';
@ -94,7 +95,7 @@ export class AnomalySwimlaneEmbeddableFactory
  public async create(
    initialInput: AnomalySwimlaneEmbeddableInput,
    parent?: IContainer
-  ): Promise<any> {
+  ): Promise<InstanceType<IAnomalySwimlaneEmbeddable>> {
    const services = await this.getServices();
    const { AnomalySwimlaneEmbeddable } = await import('./anomaly_swimlane_embeddable');
    return new AnomalySwimlaneEmbeddable(initialInput, services, parent);
--- a/x-pack/plugins/ml/public/plugin.ts
+++ b/x-pack/plugins/ml/public/plugin.ts
@ -47,6 +47,7 @@ import type { DashboardSetup, DashboardStart } from '@kbn/dashboard-plugin/publi
 import type { ChartsPluginStart } from '@kbn/charts-plugin/public';
 import type { CasesUiSetup, CasesUiStart } from '@kbn/cases-plugin/public';
 import type { SavedSearchPublicPluginStart } from '@kbn/saved-search-plugin/public';
+import type { PresentationUtilPluginStart } from '@kbn/presentation-util-plugin/public';
 import { registerManagementSection } from './application/management';
 import { MlLocatorDefinition, type MlLocator } from './locator';
 import { setDependencyCache } from './application/util/dependency_cache';
@ -75,6 +76,7 @@ export interface MlStartDependencies {
  savedObjectsManagement: SavedObjectsManagementPluginStart;
  savedSearch: SavedSearchPublicPluginStart;
  contentManagement: ContentManagementPublicStart;
+  presentationUtil: PresentationUtilPluginStart;
 }

 export interface MlSetupDependencies {
@ -145,6 +147,7 @@ export class MlPlugin implements Plugin<MlPluginSetup, MlPluginStart> {
            savedObjectsManagement: pluginsStart.savedObjectsManagement,
            savedSearch: pluginsStart.savedSearch,
            contentManagement: pluginsStart.contentManagement,
+            presentationUtil: pluginsStart.presentationUtil,
          },
          params
        );
--- a/x-pack/plugins/ml/tsconfig.json
+++ b/x-pack/plugins/ml/tsconfig.json
@ -102,5 +102,6 @@
    "@kbn/core-ui-settings-browser",
    "@kbn/content-management-plugin",
    "@kbn/ml-in-memory-table",
+    "@kbn/presentation-util-plugin",
  ],
 }
--- a/x-pack/test/cases_api_integration/security_and_spaces/tests/common/attachments_framework/persistable_state.ts
+++ b/x-pack/test/cases_api_integration/security_and_spaces/tests/common/attachments_framework/persistable_state.ts
@ -291,6 +291,7 @@ export default ({ getService }: FtrProviderContext): void => {
        expect(types).to.eql({
          '.lens': '78559fd806809ac3a1008942ead2a079864054f5',
          '.test': 'ab2204830c67f5cf992c9aa2f7e3ead752cc60a1',
+          aiopsChangePointChart: 'a1212d71947ec34487b374cecc47ab9941b5d91c',
          ml_anomaly_charts: '23e92e824af9db6e8b8bb1d63c222e04f57d2147',
          ml_anomaly_swimlane: 'a3517f3e53fb041e9cbb150477fb6ef0f731bd5f',
        });