diff --git a/src/main/java/com/kamco/cd/kamcoback/inference/service/InferenceResultService.java b/src/main/java/com/kamco/cd/kamcoback/inference/service/InferenceResultService.java
index 7e21b5dc..770adb70 100644
--- a/src/main/java/com/kamco/cd/kamcoback/inference/service/InferenceResultService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/inference/service/InferenceResultService.java
@@ -26,6 +26,7 @@ import com.kamco.cd.kamcoback.model.dto.ModelMngDto.Basic;
 import com.kamco.cd.kamcoback.postgres.core.InferenceResultCoreService;
 import com.kamco.cd.kamcoback.postgres.core.MapSheetMngCoreService;
 import com.kamco.cd.kamcoback.postgres.core.ModelMngCoreService;
+import jakarta.persistence.EntityNotFoundException;
 import jakarta.validation.constraints.NotNull;
 import java.time.ZonedDateTime;
 import java.util.ArrayList;
@@ -100,6 +101,10 @@ public class InferenceResultService {
       req.setMapSheetNum(this.createdMngDto(req, targetList));
     }
 
+    if (req.getMapSheetNum().isEmpty()) {
+      throw new EntityNotFoundException("분석 대상 정보가 부족합니다.");
+    }
+
     // 추론 테이블 저장
     UUID uuid = inferenceResultCoreService.saveInferenceInfo(req);
     this.startInference(req, uuid);
diff --git a/src/main/java/com/kamco/cd/kamcoback/postgres/core/InferenceResultCoreService.java b/src/main/java/com/kamco/cd/kamcoback/postgres/core/InferenceResultCoreService.java
index 4b017b63..24f89f4b 100644
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/core/InferenceResultCoreService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/core/InferenceResultCoreService.java
@@ -64,8 +64,12 @@ public class InferenceResultCoreService {
    * @param req
    */
   public UUID saveInferenceInfo(InferenceResultDto.RegReq req) {
+
     String mapSheetName =
-        req.getMapSheetNum().get(0).getMapSheetName() + " 외 " + req.getMapSheetNum().size() + "건";
+        req.getMapSheetNum().get(0).getMapSheetName()
+            + " 외 "
+            + (req.getMapSheetNum().size() - 1)
+            + "건";
 
     if (req.getMapSheetNum().size() == 1) {
       mapSheetName =
@@ -230,7 +234,9 @@ public class InferenceResultCoreService {
             .orElseThrow(() -> new EntityNotFoundException());
 
     if (request.getType().equals("M1")) {
-      entity.setM1ModelBatchId(request.getBatchId());
+      if (request.getBatchId() != null) {
+        entity.setM1ModelBatchId(request.getBatchId());
+      }
 
       if (request.getModelStartDttm() != null) {
         entity.setM1ModelStartDttm(request.getModelStartDttm());
@@ -241,7 +247,9 @@ public class InferenceResultCoreService {
       }
 
     } else if (request.getType().equals("M2")) {
-      entity.setM2ModelBatchId(request.getBatchId());
+      if (request.getBatchId() != null) {
+        entity.setM2ModelBatchId(request.getBatchId());
+      }
 
       if (request.getModelStartDttm() != null) {
         entity.setM2ModelStartDttm(request.getModelStartDttm());
@@ -252,7 +260,9 @@ public class InferenceResultCoreService {
       }
 
     } else if (request.getType().equals("M3")) {
-      entity.setM3ModelBatchId(request.getBatchId());
+      if (request.getBatchId() != null) {
+        entity.setM3ModelBatchId(request.getBatchId());
+      }
 
       if (request.getModelStartDttm() != null) {
         entity.setM3ModelStartDttm(request.getModelStartDttm());
diff --git a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/mapsheet/MapSheetMngRepositoryImpl.java b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/mapsheet/MapSheetMngRepositoryImpl.java
index 74873c8b..3405e344 100644
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/mapsheet/MapSheetMngRepositoryImpl.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/mapsheet/MapSheetMngRepositoryImpl.java
@@ -504,7 +504,7 @@ public class MapSheetMngRepositoryImpl extends QuerydslRepositorySupport
     whereBuilder.and(mapSheetMngHstEntity.mngYyyy.eq(mngYyyy));
     whereBuilder.and(mapSheetMngHstEntity.mapSheetNum.in(mapIds));
     whereBuilder.and(mapSheetMngHstEntity.dataState.eq("DONE"));
-    whereBuilder.and(mapSheetMngHstEntity.syncState.eq("DONE"));
+    whereBuilder.and(mapSheetMngHstEntity.syncState.eq("DONE")); // TODO 싱크체크 or조건 추가
     whereBuilder.and(mapSheetMngHstEntity.useInference.eq("USE"));
 
     return queryFactory
diff --git a/src/main/java/com/kamco/cd/kamcoback/scheduler/service/MapSheetInferenceJobService.java b/src/main/java/com/kamco/cd/kamcoback/scheduler/service/MapSheetInferenceJobService.java
index 56f4dfa9..cf4a5db0 100644
--- a/src/main/java/com/kamco/cd/kamcoback/scheduler/service/MapSheetInferenceJobService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/scheduler/service/MapSheetInferenceJobService.java
@@ -53,6 +53,10 @@ public class MapSheetInferenceJobService {
   @Transactional
   public void runBatch() {
 
+    if ("local".equalsIgnoreCase(profile)) {
+      return;
+    }
+
     try {
       InferenceBatchSheet batchSheet =
           inferenceResultCoreService.getInferenceResultByStatus(Status.IN_PROGRESS.getId());
@@ -102,7 +106,7 @@ public class MapSheetInferenceJobService {
           // 종료시간
           this.updateProcessingEndTimeByModel(batchSheet.getUuid(), ZonedDateTime.now(), "M1");
         } else if (type.equals("M2")) {
-          // M1 완료되었으면 M3 실행
+          // M2 완료되었으면 M3 실행
           this.startInference(
               batchSheet.getId(), batchSheet.getUuid(), "M3", batchSheet.getM3ModelUuid());
           // 종료시간
@@ -113,10 +117,18 @@ public class MapSheetInferenceJobService {
           saveInferenceAiDto.setUuid(batchSheet.getUuid());
           saveInferenceAiDto.setStatus(Status.END.getId());
           saveInferenceAiDto.setInferEndDttm(ZonedDateTime.now());
+          saveInferenceAiDto.setType(type);
           inferenceResultCoreService.update(saveInferenceAiDto);
           // 종료시간
           this.updateProcessingEndTimeByModel(batchSheet.getUuid(), ZonedDateTime.now(), "M3");
         }
+      } else if ("COMPLETED_WITH_FAILURES".equals(dto.getStatus())) {
+        SaveInferenceAiDto saveInferenceAiDto = new SaveInferenceAiDto();
+        saveInferenceAiDto.setUuid(batchSheet.getUuid());
+        saveInferenceAiDto.setStatus(Status.END.getId());
+        saveInferenceAiDto.setInferEndDttm(ZonedDateTime.now());
+        saveInferenceAiDto.setType(batchSheet.getRunningModelType());
+        inferenceResultCoreService.update(saveInferenceAiDto);
       } else {
         SaveInferenceAiDto saveInferenceAiDto = new SaveInferenceAiDto();
         saveInferenceAiDto.setUuid(batchSheet.getUuid());