diff --git a/packages/compass-schema-validation/src/components/validation-editor.spec.tsx b/packages/compass-schema-validation/src/components/validation-editor.spec.tsx
index 5145e12ebbc..aee40f00dbb 100644
--- a/packages/compass-schema-validation/src/components/validation-editor.spec.tsx
+++ b/packages/compass-schema-validation/src/components/validation-editor.spec.tsx
@@ -3,12 +3,14 @@ import { render, screen, userEvent } from '@mongodb-js/testing-library-compass';
 import { expect } from 'chai';
 import sinon from 'sinon';
 import { ValidationEditor } from './validation-editor';
+import { PreferencesProvider } from 'compass-preferences-model/provider';
+import { createSandboxFromDefaultPreferences } from 'compass-preferences-model';
 
-function renderValidationEditor(
+async function renderValidationEditor(
   props: Partial<React.ComponentProps<typeof ValidationEditor>>
 ) {
   const validation = {
-    validator: '',
+    validator: '{}',
     validationAction: 'warn',
     validationLevel: 'moderate',
     isChanged: false,
@@ -16,22 +18,29 @@ function renderValidationEditor(
     error: null,
   } as const;
 
+  const preferences = await createSandboxFromDefaultPreferences();
+  await preferences.savePreferences({ enableExportSchema: true });
+
   return render(
-    <ValidationEditor
-      namespace="test.test"
-      validatorChanged={() => {}}
-      validationActionChanged={() => {}}
-      validationLevelChanged={() => {}}
-      cancelValidation={() => {}}
-      saveValidation={() => {}}
-      clearSampleDocuments={() => {}}
-      serverVersion="8.0.5"
-      onClickEnableEditRules={() => {}}
-      validation={validation}
-      isEditable
-      isEditingEnabled
-      {...props}
-    />
+    <PreferencesProvider value={preferences}>
+      <ValidationEditor
+        namespace="test.test"
+        validatorChanged={() => {}}
+        validationActionChanged={() => {}}
+        validationLevelChanged={() => {}}
+        cancelValidation={() => {}}
+        saveValidation={() => {}}
+        clearSampleDocuments={() => {}}
+        serverVersion="8.0.5"
+        onClickEnableEditRules={() => {}}
+        validation={validation}
+        generateValidationRules={() => {}}
+        isRulesGenerationInProgress={false}
+        isEditable
+        isEditingEnabled
+        {...props}
+      />
+    </PreferencesProvider>
   );
 }
 
@@ -40,9 +49,9 @@ describe('ValidationEditor [Component]', function () {
     'when it is an editable mode but editing is not yet enabled',
     function () {
       let onClickEnableEditRulesSpy: sinon.SinonSpy;
-      beforeEach(function () {
+      beforeEach(async function () {
         onClickEnableEditRulesSpy = sinon.spy();
-        renderValidationEditor({
+        await renderValidationEditor({
           onClickEnableEditRules: onClickEnableEditRulesSpy,
           isEditingEnabled: false,
           isEditable: true,
@@ -62,8 +71,8 @@ describe('ValidationEditor [Component]', function () {
   );
 
   context('when it is an editable mode and editing is enabled', function () {
-    beforeEach(function () {
-      renderValidationEditor({
+    beforeEach(async function () {
+      await renderValidationEditor({
         isEditable: true,
         isEditingEnabled: true,
       });
@@ -78,8 +87,8 @@ describe('ValidationEditor [Component]', function () {
   });
 
   context('when it is a not editable mode', function () {
-    beforeEach(function () {
-      renderValidationEditor({
+    beforeEach(async function () {
+      await renderValidationEditor({
         isEditable: false,
       });
     });
@@ -91,4 +100,83 @@ describe('ValidationEditor [Component]', function () {
       ).to.not.exist;
     });
   });
+
+  context('when the validator is empty', function () {
+    let onGenerateRulesSpy: sinon.SinonSpy;
+    beforeEach(async function () {
+      onGenerateRulesSpy = sinon.spy();
+      await renderValidationEditor({
+        generateValidationRules: onGenerateRulesSpy,
+        isEditable: true,
+        validation: {
+          validator: '',
+          validationAction: 'error',
+          validationLevel: 'moderate',
+          isChanged: false,
+          syntaxError: null,
+          error: null,
+        },
+      });
+    });
+
+    it('allows to generate rules', function () {
+      const generateBtn = screen.getByRole('button', {
+        name: 'Generate rules',
+      });
+      expect(generateBtn).to.be.visible;
+      userEvent.click(generateBtn);
+      expect(onGenerateRulesSpy).to.have.been.calledOnce;
+    });
+  });
+
+  context('when the validator is empty object', function () {
+    let onGenerateRulesSpy: sinon.SinonSpy;
+    beforeEach(async function () {
+      onGenerateRulesSpy = sinon.spy();
+      await renderValidationEditor({
+        generateValidationRules: onGenerateRulesSpy,
+        isEditable: true,
+        validation: {
+          validator: '{}',
+          validationAction: 'error',
+          validationLevel: 'moderate',
+          isChanged: false,
+          syntaxError: null,
+          error: null,
+        },
+      });
+    });
+
+    it('allows to generate rules', function () {
+      const generateBtn = screen.getByRole('button', {
+        name: 'Generate rules',
+      });
+      expect(generateBtn).to.be.visible;
+      userEvent.click(generateBtn);
+      expect(onGenerateRulesSpy).to.have.been.calledOnce;
+    });
+  });
+
+  context('when rules generation is in progress', function () {
+    beforeEach(async function () {
+      await renderValidationEditor({
+        isEditable: true,
+        isRulesGenerationInProgress: true,
+        validation: {
+          validator: '{}',
+          validationAction: 'error',
+          validationLevel: 'moderate',
+          isChanged: false,
+          syntaxError: null,
+          error: null,
+        },
+      });
+    });
+
+    it('allows to generate rules', function () {
+      const generateBtn = screen.getByTestId('generate-rules-button');
+      expect(generateBtn).to.be.visible;
+      expect(generateBtn).to.have.attribute('aria-disabled', 'true');
+    });
+  });
 });
diff --git a/packages/compass-schema-validation/src/components/validation-editor.tsx b/packages/compass-schema-validation/src/components/validation-editor.tsx
index b360de28fc3..2c41c9239c8 100644
--- a/packages/compass-schema-validation/src/components/validation-editor.tsx
+++ b/packages/compass-schema-validation/src/components/validation-editor.tsx
@@ -14,6 +14,9 @@ import {
   useConfirmationModal,
   useDarkMode,
   KeylineCard,
+  ButtonVariant,
+  SpinLoader,
+  Tooltip,
 } from '@mongodb-js/compass-components';
 import {
   CodemirrorMultilineEditor,
@@ -39,6 +42,8 @@ import {
 } from '../modules/validation';
 import { clearSampleDocuments } from '../modules/sample-documents';
 import { enableEditRules } from '../modules/edit-mode';
+import { usePreference } from 'compass-preferences-model/provider';
+import { generateValidationRules } from '../modules/rules-generation';
 
 const validationEditorStyles = css({
   padding: spacing[400],
@@ -48,6 +53,10 @@ const validationOptionsStyles = css({
   display: 'flex',
 });
 
+const generateButtonContainerStyles = css({
+  flexGrow: 1,
+});
+
 const actionsStyles = css({
   display: 'flex',
   alignItems: 'center',
@@ -126,6 +135,7 @@ type ValidationEditorProps = {
   validationLevelChanged: (level: ValidationLevel) => void;
   cancelValidation: () => void;
   saveValidation: (text: Validation) => void;
+  generateValidationRules: () => void;
   serverVersion: string;
   validation: Pick<
     ValidationState,
@@ -138,6 +148,7 @@ type ValidationEditorProps = {
   >;
   isEditable: boolean;
   isEditingEnabled: boolean;
+  isRulesGenerationInProgress: boolean;
 };
 
 /**
@@ -154,11 +165,14 @@ export const ValidationEditor: React.FunctionComponent<
   validationLevelChanged,
   cancelValidation,
   saveValidation,
+  generateValidationRules,
   serverVersion,
   validation,
   isEditable,
   isEditingEnabled,
+  isRulesGenerationInProgress,
 }) => {
+  const enableExportSchema = usePreference('enableExportSchema');
   const track = useTelemetry();
   const connectionInfoRef = useConnectionInfoRef();
   const { showConfirmation } = useConfirmationModal();
@@ -227,12 +241,43 @@ export const ValidationEditor: React.FunctionComponent<
     saveValidationRef.current(validationRef.current);
   }, [showConfirmation]);
 
+  const isEmpty = useMemo<boolean>(() => {
+    if (!validation.validator || validation.validator.length === 0) return true;
+    try {
+      return Object.keys(JSON.parse(validation.validator)).length === 0;
+    } catch {
+      return false;
+    }
+  }, [validation.validator]);
+
   return (
     <KeylineCard
       data-testid="validation-editor"
       className={validationEditorStyles}
     >
       <div className={validationOptionsStyles}>
+        {enableExportSchema && (
+          <div className={generateButtonContainerStyles}>
+            <Tooltip
+              enabled={!isEmpty}
+              trigger={
+                <Button
+                  data-testid="generate-rules-button"
+                  disabled={!isEmpty}
+                  isLoading={isRulesGenerationInProgress}
+                  loadingIndicator={<SpinLoader />}
+                  onClick={generateValidationRules}
+                  variant={ButtonVariant.Primary}
+                  size="small"
+                >
+                  Generate rules
+                </Button>
+              }
+            >
+              Clear existing rules before generating new ones
+            </Tooltip>
+          </div>
+        )}
         <ActionSelector
           isEditable={isEditable && isEditingEnabled}
           validationActionChanged={validationActionChanged}
@@ -326,6 +371,7 @@ const mapStateToProps = (state: RootState) => ({
   isEditingEnabled: state.editMode.isEditingEnabledByUser,
   validation: state.validation,
   namespace: state.namespace.ns,
+  isRulesGenerationInProgress: state.rulesGeneration.isInProgress,
 });
 
 /**
@@ -339,4 +385,5 @@ export default connect(mapStateToProps, {
   onClickEnableEditRules: enableEditRules,
   validationActionChanged,
   validationLevelChanged,
+  generateValidationRules,
 })(ValidationEditor);
diff --git a/packages/compass-schema-validation/src/components/validation-selectors.tsx b/packages/compass-schema-validation/src/components/validation-selectors.tsx
index 06ec8d20ff4..90b951cc834 100644
--- a/packages/compass-schema-validation/src/components/validation-selectors.tsx
+++ b/packages/compass-schema-validation/src/components/validation-selectors.tsx
@@ -23,7 +23,7 @@ const LEVEL_HELP_URL =
 
 const validationOptionStyles = css({
   display: 'flex',
-  marginRight: spacing[4],
+  marginLeft: spacing[4],
   alignItems: 'center',
 });
 
@@ -47,7 +47,7 @@ export function ActionSelector({
 
   return (
     <div className={validationOptionStyles}>
-      <Label htmlFor={controlId}>Validation Action</Label>
+      <Label htmlFor={controlId}>Action</Label>
       <IconButton
         href={ACTION_HELP_URL}
         target="_blank"
@@ -88,7 +88,7 @@ export function LevelSelector({
 
   return (
     <div className={validationOptionStyles}>
-      <Label htmlFor={controlId}>Validation Level</Label>
+      <Label htmlFor={controlId}>Level</Label>
       <IconButton
         href={LEVEL_HELP_URL}
         target="_blank"