diff --git a/src/components/SmartGeneration/index.tsx b/src/components/SmartGeneration/index.tsx
index 6a4a6fa8..139208af 100644
--- a/src/components/SmartGeneration/index.tsx
+++ b/src/components/SmartGeneration/index.tsx
@@ -162,6 +162,7 @@ interface ChangeField {
   member_type: string;
   cube: string;
   reason?: string;
+  source?: "map" | "nested" | "ai";
 }
 
 interface ChangeBlock {
@@ -896,7 +897,11 @@ const SmartGeneration: FC<SmartGenerationProps> = ({
     new Set()
   );
 
+  const [selectedModelFields, setSelectedModelFields] = useState<Set<string>>(
+    new Set()
+  );
   const [profileData, setProfileData] = useState<any>(null);
+  const [skipLlm, setSkipLlm] = useState(false);
   const [progressEvents, setProgressEvents] = useState<ProgressEvent[]>([]);
   const abortRef = useRef<AbortController | null>(null);
 
@@ -1204,7 +1209,8 @@ const SmartGeneration: FC<SmartGenerationProps> = ({
       file_name: fileNameOverride || undefined,
       cube_name: cubeNameOverride || undefined,
       selected_columns: isSubset ? [...selectedColumns] : undefined,
-    });
+      skip_llm: skipLlm || undefined,
+    } as any);
 
     if (result.error) {
       setError(result.error.message);
@@ -1216,13 +1222,43 @@ const SmartGeneration: FC<SmartGenerationProps> = ({
     const preview = genData?.change_preview;
     if (preview) {
       setChangePreview(preview as ChangePreview);
+
+      // Required fields: rewrite rule dimensions + filter dimensions (always included)
+      const requiredSet = new Set<string>(genData?.required_fields || []);
+
+      // Default selection rules:
+      //   ALWAYS checked: count measure, required fields (rewrite rules + filters)
+      //   Checked by default: regular columns (no source tag)
+      //   Unchecked (opt-in): map fields, nested fields, AI-generated fields
+      const isDefaultSelected = (f: any) => {
+        const key = `${f.cube}.${f.name}`;
+        // Always include required fields
+        if (requiredSet.has(key)) return true;
+        // Always include the count measure
+        if (f.name === "count" && f.member_type === "measure") return true;
+        // Opt-in sources: map, nested (ARRAY JOIN), AI-generated
+        if (f.source === "map" || f.source === "nested" || f.source === "ai")
+          return false;
+        // Everything else checked by default
+        return true;
+      };
+
+      const allKeys = [
+        ...(preview.fields_added || [])
+          .filter(isDefaultSelected)
+          .map((f: any) => `${f.cube}.${f.name}`),
+        ...(preview.fields_updated || [])
+          .filter(isDefaultSelected)
+          .map((f: any) => `${f.cube}.${f.name}`),
+      ];
+      setSelectedModelFields(new Set(allKeys));
     }
 
     // Capture AI metric suggestions from the LLM (if any)
     const aiSuggestions = genData?.ai_enrichment?.suggested_metrics || [];
     setSuggestedAIMetrics(aiSuggestions);
-    // All selected by default
-    setSelectedAIMetricNames(new Set(aiSuggestions.map((m: any) => m.name)));
+    // AI metrics are opt-in (unchecked by default)
+    setSelectedAIMetricNames(new Set());
 
     setStep("change_preview");
   }, [
@@ -1255,6 +1291,15 @@ const SmartGeneration: FC<SmartGenerationProps> = ({
       ).length ?? 0;
     const applyIsSubset = selectedColumns.size < applyActiveCount;
 
+    // Compute excluded fields: all preview fields NOT in the user's selection
+    const allPreviewFields = [
+      ...((changePreview?.fields_added || []) as ChangeField[]),
+      ...((changePreview?.fields_updated || []) as ChangeField[]),
+    ].map((f) => `${f.cube}.${f.name}`);
+    const excludedFields = allPreviewFields.filter(
+      (key) => !selectedModelFields.has(key)
+    );
+
     const result = await execSmartGen({
       datasource_id: dataSource.id!,
       branch_id: branchId,
@@ -1269,9 +1314,10 @@ const SmartGeneration: FC<SmartGenerationProps> = ({
       filters: filters.length > 0 ? filters : undefined,
       file_name: fileNameOverride || undefined,
       cube_name: cubeNameOverride || undefined,
-      selected_ai_metrics:
-        selectedAIMetricNames.size > 0 ? [...selectedAIMetricNames] : undefined,
+      selected_ai_metrics: [...selectedAIMetricNames],
       selected_columns: applyIsSubset ? [...selectedColumns] : undefined,
+      excluded_fields: excludedFields.length > 0 ? excludedFields : undefined,
+      skip_llm: skipLlm || undefined,
     } as any);
 
     if (result.error) {
@@ -1292,6 +1338,8 @@ const SmartGeneration: FC<SmartGenerationProps> = ({
     filters,
     selectedAIMetricNames,
     selectedColumns,
+    selectedModelFields,
+    changePreview,
     profileData,
     execSmartGen,
   ]);
@@ -1579,6 +1627,24 @@ const SmartGeneration: FC<SmartGenerationProps> = ({
             />
           )}
 
+          <div
+            style={{
+              display: "flex",
+              alignItems: "center",
+              gap: 8,
+              marginBottom: 8,
+            }}
+          >
+            <Checkbox
+              checked={skipLlm}
+              onChange={(e) => setSkipLlm(e.target.checked)}
+            >
+              <Text style={{ fontSize: 12 }}>
+                Skip LLM enrichment (faster, no AI metrics or descriptions)
+              </Text>
+            </Checkbox>
+          </div>
+
           <div className={styles.actions}>
             <Button
               size="large"
@@ -1733,6 +1799,19 @@ const SmartGeneration: FC<SmartGenerationProps> = ({
           )}
 
           <div className={styles.actions}>
+            <Button
+              size="large"
+              onClick={() => {
+                setStep("select");
+                setChangePreview(null);
+                setSuggestedAIMetrics([]);
+                setSelectedAIMetricNames(new Set());
+                setSelectedModelFields(new Set());
+                setError(null);
+              }}
+            >
+              Start Over
+            </Button>
             <Button
               size="large"
               onClick={() => {
diff --git a/src/graphql/generated.ts b/src/graphql/generated.ts
index 275704eb..6733be35 100644
--- a/src/graphql/generated.ts
+++ b/src/graphql/generated.ts
@@ -13961,6 +13961,7 @@ export const SmartGenDataSchemasDocument = gql`
     $cube_name: String
     $selected_ai_metrics: [String]
     $selected_columns: [String]
+    $skip_llm: Boolean
   ) {
     smart_gen_dataschemas(
       datasource_id: $datasource_id
@@ -13977,6 +13978,7 @@ export const SmartGenDataSchemasDocument = gql`
       cube_name: $cube_name
       selected_ai_metrics: $selected_ai_metrics
       selected_columns: $selected_columns
+      skip_llm: $skip_llm
     ) {
       code
       message
diff --git a/src/graphql/gql/datasources.gql b/src/graphql/gql/datasources.gql
index c3eb7b63..80565340 100644
--- a/src/graphql/gql/datasources.gql
+++ b/src/graphql/gql/datasources.gql
@@ -228,6 +228,7 @@ mutation SmartGenDataSchemas(
   $cube_name: String
   $selected_ai_metrics: [String]
   $selected_columns: [String]
+  $skip_llm: Boolean
 ) {
   smart_gen_dataschemas(
     datasource_id: $datasource_id
@@ -244,6 +245,7 @@ mutation SmartGenDataSchemas(
     cube_name: $cube_name
     selected_ai_metrics: $selected_ai_metrics
     selected_columns: $selected_columns
+    skip_llm: $skip_llm
   ) {
     code
     message
diff --git a/src/graphql/schemas/hasura.json b/src/graphql/schemas/hasura.json
index 71567e63..830fb53a 100644
--- a/src/graphql/schemas/hasura.json
+++ b/src/graphql/schemas/hasura.json
@@ -1 +1 @@
-{"data":{"__schema":{"queryType":{"name":"query_root"},"mutationType":{"name":"mutation_root"},"subscriptionType":{"name":"subscription_root"},"types":[{"kind":"OBJECT","name":"ArrayCandidateOutput","description":null,"fields":[{"name":"column","description":null,"args":[],"type":{"kind":"NON_NULL","name":null,"ofType":{"kind":"SCALAR","name":"String","ofType":null}},"isDeprecated":false,"deprecationReason":null},{"name":"element_type","description":null,"args":[],"type":{"kind":"NON_NULL","name":null,"ofType":{"kind":"SCALAR","name":"String","ofType":null}},"isDeprecated":false,"deprecationReason":null},{"name":"suggested_alias","description":null,"args":[],"type":{"kind":"NON_NULL","name":null,"ofType":{"kind":"SCALAR","name":"String","ofType":null}},"isDeprecated":false,"deprecationReason":null}],"inputFields":null,"interfaces":[],"enumValues":null,"possibleTypes":null},{"kind":"INPUT_OBJECT","name":"ArrayJoinInput","description":null,"fields":null,"inputFields":[{"name":"alias","description":null,"type":{"kind":"NON_NULL","name":null,"ofType":{"kind":"SCALAR","name":"String","ofType":null}},"defaultValue":null},{"name":"column","description":null,"type":{"kind":"NON_NULL","name":null,"ofType":{"kind":"SCALAR","name":"String","ofType":null}},"defaultValue":null}],"interfaces":null,"enumValues":null,"possibleTypes":null},{"kind":"SCALAR","name":"Boolean","description":null,"fields":null,"inputFields":null,"interfaces":null,"enumValues":null,"possibleTypes":null},{"kind":"INPUT_OBJECT","name":"Boolean_comparison_exp","description":"Boolean expression to compare columns of type \"Boolean\". All fields are combined with logical 'AND'.","fields":null,"inputFields":[{"name":"_eq","description":null,"type":{"kind":"SCALAR","name":"Boolean","ofType":null},"defaultValue":null},{"name":"_gt","description":null,"type":{"kind":"SCALAR","name":"Boolean","ofType":null},"defaultValue":null},{"name":"_gte","description":null,"type":{"kind":"SCALAR","name":"Boolean","ofType":null},"defaultValue":null},{"name":"_in","description":null,"type":{"kind":"LIST","name":null,"ofType":{"kind":"NON_NULL","name":null,"ofType":{"kind":"SCALAR","name":"Boolean","ofType":null}}},"defaultValue":null},{"name":"_is_null","description":null,"type":{"kind":"SCALAR","name":"Boolean","ofType":null},"defaultValue":null},{"name":"_lt","description":null,"type":{"kind":"SCALAR","name":"Boolean","ofType":null},"defaultValue":null},{"name":"_lte","description":null,"type":{"kind":"SCALAR","name":"Boolean","ofType":null},"defaultValue":null},{"name":"_neq","description":null,"type":{"kind":"SCALAR","name":"Boolean","ofType":null},"defaultValue":null},{"name":"_nin","description":null,"type":{"kind":"LIST","name":null,"ofType":{"kind":"NON_NULL","name":null,"ofType":{"kind":"SCALAR","name":"Boolean","ofType":null}}},"defaultValue":null}],"interfaces":null,"enumValues":null,"possibleTypes":null},{"kind":"OBJECT","name":"CheckConnectionOutput","description":null,"fields":[{"name":"code","description":null,"args":[],"type":{"kind":"NON_NULL","name":null,"ofType":{"kind":"SCALAR","name":"String","ofType":null}},"isDeprecated":false,"deprecationReason":null},{"name":"message","description":null,"args":[],"type":{"kind":"SCALAR","name":"String","ofType":null},"isDeprecated":false,"deprecationReason":null}],"inputFields":null,"interfaces":[],"enumValues":null,"possibleTypes":null},{"kind":"OBJECT","name":"CreateTeamOutput","description":null,"fields":[{"name":"id","description":null,"args":[],"type":{"kind":"SCALAR","name":"uuid","ofType":null},"isDeprecated":false,"deprecationReason":null},{"name":"name","description":null,"args":[],"type":{"kind":"SCALAR","name":"String","ofType":null},"isDeprecated":false,"deprecationReason":null}],"inputFields":null,"interfaces":[],"enumValues":null,"possibleTypes":null},{"kind":"OBJECT","name":"ExistingModelInfo","description":null,"fields":[{"name":"file_format","description":null,"args":[],"type":{"kind":"NON_NULL","name":null,"ofType":{"kind":"SCALAR","name":"String","ofType":null}},"isDeprecated":false,"deprecationReason":null},{"name":"file_name","description":null,"args":[],"type":{"kind":"NON_NULL","name":null,"ofType":{"kind":"SCALAR","name":"String","ofType":null}},"isDeprecated":false,"deprecationReason":null},{"name":"has_user_content","description":null,"args":[],"type":{"kind":"NON_NULL","name":null,"ofType":{"kind":"SCALAR","name":"Boolean","ofType":null}},"isDeprecated":false,"deprecationReason":null},{"name":"suggested_merge_strategy","description":null,"args":[],"type":{"kind":"NON_NULL","name":null,"ofType":{"kind":"SCALAR","name":"String","ofType":null}},"isDeprecated":false,"deprecationReason":null},{"name":"supports_reprofile","description":null,"args":[],"type":{"kind":"NON_NULL","name":null,"ofType":{"kind":"SCALAR","name":"Boolean","ofType":null}},"isDeprecated":false,"deprecationReason":null}],"inputFields":null,"interfaces":[],"enumValues":null,"possibleTypes":null},{"kind":"OBJECT","name":"ExportDataModelsOutput","description":null,"fields":[{"name":"download_url","description":null,"args":[],"type":{"kind":"NON_NULL","name":null,"ofType":{"kind":"SCALAR","name":"String","ofType":null}},"isDeprecated":false,"deprecationReason":null}],"inputFields":null,"interfaces":[],"enumValues":null,"possibleTypes":null},{"kind":"OBJECT","name":"FetchDatasetOutput","description":null,"fields":[{"name":"annotation","description":null,"args":[],"type":{"kind":"SCALAR","name":"json","ofType":null},"isDeprecated":false,"deprecationReason":null},{"name":"data","description":null,"args":[],"type":{"kind":"SCALAR","name":"json","ofType":null},"isDeprecated":false,"deprecationReason":null},{"name":"dataSource","description":null,"args":[],"type":{"kind":"SCALAR","name":"String","ofType":null},"isDeprecated":false,"deprecationReason":null},{"name":"dbType","description":null,"args":[],"type":{"kind":"SCALAR","name":"String","ofType":null},"isDeprecated":false,"deprecationReason":null},{"name":"external","description":null,"args":[],"type":{"kind":"SCALAR","name":"Boolean","ofType":null},"isDeprecated":false,"deprecationReason":null},{"name":"hitLimit","description":null,"args":[],"type":{"kind":"SCALAR","name":"Boolean","ofType":null},"isDeprecated":false,"deprecationReason":null},{"name":"lastRefreshTime","description":null,"args":[],"type":{"kind":"SCALAR","name":"String","ofType":null},"isDeprecated":false,"deprecationReason":null},{"name":"progress","description":null,"args":[],"type":{"kind":"SCALAR","name":"json","ofType":null},"isDeprecated":false,"deprecationReason":null},{"name":"query","description":null,"args":[],"type":{"ki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