diff --git a/openmetadata-ui/src/main/resources/ui/src/components/DataQuality/IncidentManager/TestCaseResultTab/TestCaseResultTab.component.tsx b/openmetadata-ui/src/main/resources/ui/src/components/DataQuality/IncidentManager/TestCaseResultTab/TestCaseResultTab.component.tsx
index fbf96cf1e0f..a6b33af5377 100644
--- a/openmetadata-ui/src/main/resources/ui/src/components/DataQuality/IncidentManager/TestCaseResultTab/TestCaseResultTab.component.tsx
+++ b/openmetadata-ui/src/main/resources/ui/src/components/DataQuality/IncidentManager/TestCaseResultTab/TestCaseResultTab.component.tsx
@@ -45,7 +45,11 @@ import testCaseResultTabClassBase from './TestCaseResultTabClassBase';
 
 const TestCaseResultTab = () => {
   const { t } = useTranslation();
-  const { testCase: testCaseData, setTestCase } = useTestCaseStore();
+  const {
+    testCase: testCaseData,
+    setTestCase,
+    showAILearningBanner,
+  } = useTestCaseStore();
   const additionalComponent =
     testCaseResultTabClassBase.getAdditionalComponents();
   const [isDescriptionEdit, setIsDescriptionEdit] = useState<boolean>(false);
@@ -116,6 +120,11 @@ const TestCaseResultTab = () => {
     []
   );
 
+  const AlertComponent = useMemo(
+    () => testCaseResultTabClassBase.getAlertBanner(),
+    []
+  );
+
   const testCaseParams = useMemo(() => {
     if (testCaseData?.useDynamicAssertion) {
       return (
@@ -224,6 +233,13 @@ const TestCaseResultTab = () => {
         </Col>
       ) : null}
 
+      {showAILearningBanner &&
+        testCaseData?.useDynamicAssertion &&
+        AlertComponent && (
+          <Col span={24}>
+            <AlertComponent />
+          </Col>
+        )}
       {testCaseData && (
         <Col className="test-case-result-tab-graph" span={24}>
           <TestSummary data={testCaseData} />
diff --git a/openmetadata-ui/src/main/resources/ui/src/components/DataQuality/IncidentManager/TestCaseResultTab/TestCaseResultTab.test.tsx b/openmetadata-ui/src/main/resources/ui/src/components/DataQuality/IncidentManager/TestCaseResultTab/TestCaseResultTab.test.tsx
index 3c2a240440c..455e1b21626 100644
--- a/openmetadata-ui/src/main/resources/ui/src/components/DataQuality/IncidentManager/TestCaseResultTab/TestCaseResultTab.test.tsx
+++ b/openmetadata-ui/src/main/resources/ui/src/components/DataQuality/IncidentManager/TestCaseResultTab/TestCaseResultTab.test.tsx
@@ -22,7 +22,7 @@ import { TestCase } from '../../../../generated/tests/testCase';
 import { checkPermission } from '../../../../utils/PermissionsUtils';
 import TestCaseResultTab from './TestCaseResultTab.component';
 
-const mockTestCaseData = {
+const mockTestCaseData: TestCase = {
   id: '1b748634-d24b-4879-9791-289f2f90fc3c',
   name: 'table_column_count_equals',
   fullyQualifiedName:
@@ -68,6 +68,7 @@ const mockTestCaseData = {
 const mockUseTestCaseStore = {
   testCase: mockTestCaseData,
   setTestCase: jest.fn(),
+  showAILearningBanner: false,
 };
 
 jest.mock(
@@ -76,6 +77,11 @@ jest.mock(
     useTestCaseStore: jest.fn().mockImplementation(() => mockUseTestCaseStore),
   })
 );
+const mockBannerComponent = () => <div>BannerComponent</div>;
+jest.mock('./TestCaseResultTabClassBase', () => ({
+  getAdditionalComponents: jest.fn().mockReturnValue([]),
+  getAlertBanner: jest.fn().mockImplementation(() => mockBannerComponent),
+}));
 jest.mock('../../../common/EntityDescription/DescriptionV1', () => {
   return jest.fn().mockImplementation(() => <div>DescriptionV1</div>);
 });
@@ -189,4 +195,32 @@ describe('TestCaseResultTab', () => {
 
     mockUseTestCaseStore.testCase.useDynamicAssertion = false;
   });
+
+  it('Should show banner if banner component is available, useDynamicAssertion and showAILearningBanner is true', async () => {
+    mockTestCaseData.useDynamicAssertion = true;
+    mockUseTestCaseStore.showAILearningBanner = true;
+
+    render(<TestCaseResultTab />);
+
+    const bannerComponent = await screen.findByText('BannerComponent');
+
+    expect(bannerComponent).toBeInTheDocument();
+
+    mockTestCaseData.useDynamicAssertion = false;
+    mockUseTestCaseStore.showAILearningBanner = false;
+  });
+
+  it('Should not show banner if banner component is available, useDynamicAssertion is false and showAILearningBanner is true', async () => {
+    mockTestCaseData.useDynamicAssertion = false;
+    mockUseTestCaseStore.showAILearningBanner = true;
+
+    render(<TestCaseResultTab />);
+
+    const bannerComponent = screen.queryByText('BannerComponent');
+
+    expect(bannerComponent).not.toBeInTheDocument();
+
+    mockTestCaseData.useDynamicAssertion = false;
+    mockUseTestCaseStore.showAILearningBanner = false;
+  });
 });
diff --git a/openmetadata-ui/src/main/resources/ui/src/components/DataQuality/IncidentManager/TestCaseResultTab/TestCaseResultTabClassBase.ts b/openmetadata-ui/src/main/resources/ui/src/components/DataQuality/IncidentManager/TestCaseResultTab/TestCaseResultTabClassBase.ts
index 7cd9c660e87..63190815aef 100644
--- a/openmetadata-ui/src/main/resources/ui/src/components/DataQuality/IncidentManager/TestCaseResultTab/TestCaseResultTabClassBase.ts
+++ b/openmetadata-ui/src/main/resources/ui/src/components/DataQuality/IncidentManager/TestCaseResultTab/TestCaseResultTabClassBase.ts
@@ -21,6 +21,10 @@ class TestCaseResultTabClassBase {
   public getAdditionalComponents(): Array<AdditionalComponentInterface> {
     return [];
   }
+
+  public getAlertBanner(): React.FC | null {
+    return null;
+  }
 }
 
 const testCaseResultTabClassBase = new TestCaseResultTabClassBase();
diff --git a/openmetadata-ui/src/main/resources/ui/src/components/Database/Profiler/TestSummary/TestSummaryGraph.test.tsx b/openmetadata-ui/src/main/resources/ui/src/components/Database/Profiler/TestSummary/TestSummaryGraph.test.tsx
index 5b127ba2b2d..6fae93a4b21 100644
--- a/openmetadata-ui/src/main/resources/ui/src/components/Database/Profiler/TestSummary/TestSummaryGraph.test.tsx
+++ b/openmetadata-ui/src/main/resources/ui/src/components/Database/Profiler/TestSummary/TestSummaryGraph.test.tsx
@@ -150,6 +150,15 @@ jest.mock(
     })),
   })
 );
+const mockSetShowAILearningBanner = jest.fn();
+jest.mock(
+  '../../../../pages/IncidentManager/IncidentManagerDetailPage/useTestCase.store',
+  () => ({
+    useTestCaseStore: jest.fn().mockImplementation(() => ({
+      setShowAILearningBanner: mockSetShowAILearningBanner,
+    })),
+  })
+);
 
 describe('TestSummaryGraph', () => {
   it('should display error placeholder when the result data is empty', () => {
@@ -214,4 +223,10 @@ describe('TestSummaryGraph', () => {
     expect(minLineChart).toBeInTheDocument();
     expect(maxLineChart).toBeInTheDocument();
   });
+
+  it('should call mockSetShowAILearningBanner', () => {
+    render(<TestSummaryGraph {...mockProps} />);
+
+    expect(mockSetShowAILearningBanner).toHaveBeenCalledWith(false);
+  });
 });
diff --git a/openmetadata-ui/src/main/resources/ui/src/components/Database/Profiler/TestSummary/TestSummaryGraph.tsx b/openmetadata-ui/src/main/resources/ui/src/components/Database/Profiler/TestSummary/TestSummaryGraph.tsx
index 3d64bb34c1a..0a1601b648b 100644
--- a/openmetadata-ui/src/main/resources/ui/src/components/Database/Profiler/TestSummary/TestSummaryGraph.tsx
+++ b/openmetadata-ui/src/main/resources/ui/src/components/Database/Profiler/TestSummary/TestSummaryGraph.tsx
@@ -51,6 +51,7 @@ import {
   ThreadTaskStatus,
 } from '../../../../generated/entity/feed/thread';
 import { TestCaseStatus } from '../../../../generated/tests/testCase';
+import { useTestCaseStore } from '../../../../pages/IncidentManager/IncidentManagerDetailPage/useTestCase.store';
 import {
   axisTickFormatter,
   updateActiveChartFilter,
@@ -72,6 +73,7 @@ function TestSummaryGraph({
 }: Readonly<TestSummaryGraphProps>) {
   const { t } = useTranslation();
   const { entityThread = [] } = useActivityFeedProvider();
+  const { setShowAILearningBanner } = useTestCaseStore();
   const chartRef = useRef(null);
   const [chartMouseEvent, setChartMouseEvent] =
     useState<CategoricalChartState>();
@@ -91,11 +93,14 @@ function TestSummaryGraph({
   }, [chartRef, chartMouseEvent]);
 
   const chartData = useMemo(() => {
-    return prepareChartData({
+    const data = prepareChartData({
       testCaseParameterValue: testCaseParameterValue ?? [],
       testCaseResults,
       entityThread,
     });
+    setShowAILearningBanner(data.showAILearningBanner);
+
+    return data;
   }, [testCaseResults, entityThread, testCaseParameterValue]);
 
   const incidentData = useMemo(() => {
diff --git a/openmetadata-ui/src/main/resources/ui/src/pages/IncidentManager/IncidentManagerDetailPage/IncidentManagerDetailPage.test.tsx b/openmetadata-ui/src/main/resources/ui/src/pages/IncidentManager/IncidentManagerDetailPage/IncidentManagerDetailPage.test.tsx
index 43b0075c566..094123f7e48 100644
--- a/openmetadata-ui/src/main/resources/ui/src/pages/IncidentManager/IncidentManagerDetailPage/IncidentManagerDetailPage.test.tsx
+++ b/openmetadata-ui/src/main/resources/ui/src/pages/IncidentManager/IncidentManagerDetailPage/IncidentManagerDetailPage.test.tsx
@@ -76,6 +76,8 @@ const mockUseTestCase: UseTestCaseStoreInterface = {
   isLoading: false,
   setIsLoading: jest.fn(),
   reset: jest.fn(),
+  showAILearningBanner: false,
+  setShowAILearningBanner: jest.fn(),
 };
 jest.mock('./useTestCase.store', () => ({
   useTestCaseStore: jest.fn().mockImplementation(() => mockUseTestCase),
diff --git a/openmetadata-ui/src/main/resources/ui/src/pages/IncidentManager/IncidentManagerDetailPage/useTestCase.store.ts b/openmetadata-ui/src/main/resources/ui/src/pages/IncidentManager/IncidentManagerDetailPage/useTestCase.store.ts
index bee6c127110..b4f671ca64c 100644
--- a/openmetadata-ui/src/main/resources/ui/src/pages/IncidentManager/IncidentManagerDetailPage/useTestCase.store.ts
+++ b/openmetadata-ui/src/main/resources/ui/src/pages/IncidentManager/IncidentManagerDetailPage/useTestCase.store.ts
@@ -16,20 +16,26 @@ import { TestCase } from '../../../generated/tests/testCase';
 export interface UseTestCaseStoreInterface {
   testCase: TestCase | undefined;
   isLoading: boolean;
+  showAILearningBanner: boolean;
   setTestCase: (testCase: TestCase) => void;
   setIsLoading: (isLoading: boolean) => void;
+  setShowAILearningBanner: (showBanner: boolean) => void;
   reset: () => void;
 }
 export const useTestCaseStore = create<UseTestCaseStoreInterface>()((set) => ({
   testCase: undefined,
   isLoading: true,
+  showAILearningBanner: false,
   setTestCase: (testCase: TestCase) => {
     set({ testCase });
   },
   setIsLoading: (isLoading: boolean) => {
     set({ isLoading });
   },
+  setShowAILearningBanner: (showAILearningBanner: boolean) => {
+    set({ showAILearningBanner });
+  },
   reset: () => {
-    set({ testCase: undefined, isLoading: true });
+    set({ testCase: undefined, isLoading: true, showAILearningBanner: false });
   },
 }));
diff --git a/openmetadata-ui/src/main/resources/ui/src/utils/DataQuality/TestSummaryGraphUtils.test.ts b/openmetadata-ui/src/main/resources/ui/src/utils/DataQuality/TestSummaryGraphUtils.test.ts
index 997508e400d..dc4657f515d 100644
--- a/openmetadata-ui/src/main/resources/ui/src/utils/DataQuality/TestSummaryGraphUtils.test.ts
+++ b/openmetadata-ui/src/main/resources/ui/src/utils/DataQuality/TestSummaryGraphUtils.test.ts
@@ -96,6 +96,7 @@ describe('prepareChartData', () => {
           label: 'max',
         },
       ],
+      showAILearningBanner: false,
     });
   });
 
@@ -185,6 +186,7 @@ describe('prepareChartData', () => {
           label: 'max',
         },
       ],
+      showAILearningBanner: true,
     });
   });
 
@@ -230,6 +232,7 @@ describe('prepareChartData', () => {
           label: 'max',
         },
       ],
+      showAILearningBanner: false,
     });
   });
 
@@ -254,6 +257,7 @@ describe('prepareChartData', () => {
     expect(result).toEqual({
       data: [],
       information: [],
+      showAILearningBanner: false,
     });
   });
 });
diff --git a/openmetadata-ui/src/main/resources/ui/src/utils/DataQuality/TestSummaryGraphUtils.ts b/openmetadata-ui/src/main/resources/ui/src/utils/DataQuality/TestSummaryGraphUtils.ts
index 16c40449fae..f2e77488673 100644
--- a/openmetadata-ui/src/main/resources/ui/src/utils/DataQuality/TestSummaryGraphUtils.ts
+++ b/openmetadata-ui/src/main/resources/ui/src/utils/DataQuality/TestSummaryGraphUtils.ts
@@ -36,6 +36,7 @@ export const prepareChartData = ({
   const yValues = params.reduce((acc, curr, i) => {
     return { ...acc, [`y${i + 1}`]: parseInt(curr.value ?? '') };
   }, {});
+  let showAILearningBanner = false;
   testCaseResults.forEach((result) => {
     const values = result.testResultValue?.reduce((acc, curr) => {
       const value = round(parseFloat(curr.value ?? ''), 2) || 0;
@@ -59,6 +60,10 @@ export const prepareChartData = ({
     const y2 = result?.maxBound ?? yValues.y2;
     const boundArea = isUndefined(y1) || isUndefined(y2) ? undefined : [y1, y2];
 
+    if (isUndefined(boundArea)) {
+      showAILearningBanner = true;
+    }
+
     dataPoints.push({
       name: result.timestamp,
       status: result.testCaseStatus,
@@ -81,5 +86,6 @@ export const prepareChartData = ({
         color: COLORS[i],
       })) ?? [],
     data: dataPoints,
+    showAILearningBanner,
   };
 };