diff --git a/src/main/java/com/kamco/cd/kamcoback/inference/InferenceResultApiController.java b/src/main/java/com/kamco/cd/kamcoback/inference/InferenceResultApiController.java
index 68945322..bd3abffd 100644
--- a/src/main/java/com/kamco/cd/kamcoback/inference/InferenceResultApiController.java
+++ b/src/main/java/com/kamco/cd/kamcoback/inference/InferenceResultApiController.java
@@ -176,7 +176,8 @@ public class InferenceResultApiController {
       })
   @DeleteMapping("/end")
   public ApiResponseDto<UUID> getInferenceGeomList() {
-    UUID uuid = inferenceResultService.deleteInferenceEnd();
+    //    UUID uuid = inferenceResultService.deleteInferenceEnd();
+    UUID uuid = inferenceResultService.asyncInferenceEnd();
     return ApiResponseDto.ok(uuid);
   }
 
diff --git a/src/main/java/com/kamco/cd/kamcoback/inference/dto/InferenceResultDto.java b/src/main/java/com/kamco/cd/kamcoback/inference/dto/InferenceResultDto.java
index 2f9fe957..d6f3ec1e 100644
--- a/src/main/java/com/kamco/cd/kamcoback/inference/dto/InferenceResultDto.java
+++ b/src/main/java/com/kamco/cd/kamcoback/inference/dto/InferenceResultDto.java
@@ -87,6 +87,7 @@ public class InferenceResultDto {
     READY("대기"),
     IN_PROGRESS("진행중"),
     END("완료"),
+    END_FAIL("종료실패"),
     FORCED_END("강제종료");
     private final String desc;
 
@@ -683,6 +684,7 @@ public class InferenceResultDto {
   @NoArgsConstructor
   @AllArgsConstructor
   public static class MapSheetFallbackYearDto {
+
     private String mapSheetNum;
     private Integer mngYyyy;
   }
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 5bb80056..9b7e5a29 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
@@ -63,6 +63,7 @@ import org.springframework.http.HttpHeaders;
 import org.springframework.http.HttpMethod;
 import org.springframework.http.HttpStatus;
 import org.springframework.http.MediaType;
+import org.springframework.scheduling.annotation.Async;
 import org.springframework.stereotype.Service;
 import org.springframework.transaction.annotation.Transactional;
 
@@ -1033,4 +1034,63 @@ public class InferenceResultService {
     }
     return "";
   }
+
+  // 0313
+  @Transactional
+  public UUID asyncInferenceEnd() {
+    SaveInferenceAiDto dto = inferenceResultCoreService.getProcessing();
+    if (dto == null) {
+      throw new CustomApiException("NOT_FOUND", HttpStatus.NOT_FOUND);
+    }
+
+    this.deleteInferenceEndAsync(dto); // 비동기 종료 호출
+
+    return dto.getUuid();
+  }
+
+  // 0313
+  @Async("inferenceEndExecutor")
+  @Transactional
+  public void deleteInferenceEndAsync(SaveInferenceAiDto dto) {
+    Long batchId = dto.getBatchId();
+    String url = batchUrl + "/" + batchId;
+
+    HttpHeaders headers = new HttpHeaders();
+    headers.setContentType(MediaType.APPLICATION_JSON);
+    headers.setAccept(List.of(MediaType.APPLICATION_JSON));
+
+    try {
+      log.info("[추론 종료 비동기 시작] uuid={}, batchId={}", dto.getUuid(), batchId);
+
+      ExternalCallResult<String> result =
+          externalHttpClient.callLong(url, HttpMethod.DELETE, dto, headers, String.class);
+
+      if (!result.success()) {
+        log.error("[추론 종료 실패] 외부 API 호출 실패. uuid={}, batchId={}", dto.getUuid(), batchId);
+
+        SaveInferenceAiDto failRequest = new SaveInferenceAiDto();
+        failRequest.setUuid(dto.getUuid());
+        failRequest.setStatus(Status.END_FAIL.getId()); // TODO: 종료실패 상태 추가하는 게 맞는지?
+        failRequest.setUpdateUid(userUtil.getId());
+        failRequest.setInferEndDttm(ZonedDateTime.now());
+        inferenceResultCoreService.update(failRequest);
+        return;
+      }
+
+      SaveInferenceAiDto request = new SaveInferenceAiDto();
+      request.setStatus(Status.FORCED_END.getId());
+      request.setUuid(dto.getUuid());
+      request.setUpdateUid(userUtil.getId());
+      request.setInferEndDttm(ZonedDateTime.now());
+      inferenceResultCoreService.update(request);
+
+      Long learnId = inferenceResultCoreService.getInferenceLearnIdByUuid(dto.getUuid());
+      inferenceResultCoreService.upsertGeomData(learnId);
+
+      log.info("[추론 종료 비동기 완료] uuid={}, batchId={}", dto.getUuid(), batchId);
+
+    } catch (Exception e) {
+      log.error("[추론 종료 비동기 예외] uuid={}, batchId={}", dto.getUuid(), batchId, e);
+    }
+  }
 }
diff --git a/src/main/java/com/kamco/cd/kamcoback/scheduler/config/AsyncConfig.java b/src/main/java/com/kamco/cd/kamcoback/scheduler/config/AsyncConfig.java
index 19edd262..762a80ff 100644
--- a/src/main/java/com/kamco/cd/kamcoback/scheduler/config/AsyncConfig.java
+++ b/src/main/java/com/kamco/cd/kamcoback/scheduler/config/AsyncConfig.java
@@ -42,4 +42,16 @@ public class AsyncConfig {
     exec.initialize();
     return exec;
   }
+
+  // 0313
+  @Bean(name = "inferenceEndExecutor")
+  public Executor inferenceEndExecutor() {
+    ThreadPoolTaskExecutor executor = new ThreadPoolTaskExecutor();
+    executor.setCorePoolSize(5);
+    executor.setMaxPoolSize(10);
+    executor.setQueueCapacity(100);
+    executor.setThreadNamePrefix("inference-async-");
+    executor.initialize();
+    return executor;
+  }
 }