diff --git a/src/main/java/com/howWeather/howWeather_backend/domain/ai_model/api/AiInternalController.java b/src/main/java/com/howWeather/howWeather_backend/domain/ai_model/api/AiInternalController.java
index 4c537d1..2b0a80b 100644
--- a/src/main/java/com/howWeather/howWeather_backend/domain/ai_model/api/AiInternalController.java
+++ b/src/main/java/com/howWeather/howWeather_backend/domain/ai_model/api/AiInternalController.java
@@ -125,18 +125,6 @@ private Map<String, String> encryptPredictionData(List<AiPredictionRequestDto> d
         }
     }
 
-    // TODO : 테스트용 추후 삭제
-    @GetMapping("/refresh-mark")
-    @Transactional
-    public ResponseEntity<String> refreshClosetMark() {
-        List<Closet> closets = closetRepository.findAll();
-        for (Closet closet : closets) {
-            closet.markNeedsRefresh();
-        }
-        log.info("모든 Closet의 needsCombinationRefresh를 true로 초기화 완료");
-        return ResponseEntity.ok("모든 Closet의 needsCombinationRefresh가 true로 초기화되었습니다.");
-    }
-
     // TODO : 테스트용 추후 삭제
     @GetMapping("/test-prediction-data")
     public ResponseEntity<List<AiPredictionRequestDto>> getAllUsersPredictionDataForTest() {
diff --git a/src/main/java/com/howWeather/howWeather_backend/domain/member/service/MyAccountService.java b/src/main/java/com/howWeather/howWeather_backend/domain/member/service/MyAccountService.java
index e6385ed..c7f83ae 100644
--- a/src/main/java/com/howWeather/howWeather_backend/domain/member/service/MyAccountService.java
+++ b/src/main/java/com/howWeather/howWeather_backend/domain/member/service/MyAccountService.java
@@ -227,16 +227,19 @@ private void pushPredictionForSingleMember(Member member, String region) {
             HttpHeaders headers = new HttpHeaders();
             headers.setContentType(MediaType.APPLICATION_JSON);
             HttpEntity<Map<String, String>> requestEntity = new HttpEntity<>(encryptedData, headers);
-            ResponseEntity<String> response = restTemplate.postForEntity(aiServerUrl, requestEntity, String.class);
+
+            ResponseEntity<Map> response = restTemplate.postForEntity(aiServerUrl, requestEntity, Map.class);
 
             if (response.getStatusCode().is2xxSuccessful()) {
                 log.info("[AI 예측 전송 완료] memberId={}, 응답={}", member.getId(), response.getStatusCode());
             } else {
                 log.warn("[AI 서버 응답 실패] memberId={}, 상태코드={}, 본문={}",
                         member.getId(), response.getStatusCode(), response.getBody());
+                return;
             }
 
-            saveRecommendationsInternal(encryptedData, region);
+            Map<String, String> encryptedResponseData = response.getBody();
+            saveRecommendationsInternal(encryptedResponseData, region);
 
         } catch (Exception e) {
             log.error("[AI 예측 처리 실패] memberId={}, message={}", member.getId(), e.getMessage(), e);