diff --git a/analytics/src/main/java/com/ktds/hi/analytics/biz/service/AnalyticsService.java b/analytics/src/main/java/com/ktds/hi/analytics/biz/service/AnalyticsService.java
index 615492b..0cf749c 100644
--- a/analytics/src/main/java/com/ktds/hi/analytics/biz/service/AnalyticsService.java
+++ b/analytics/src/main/java/com/ktds/hi/analytics/biz/service/AnalyticsService.java
@@ -251,7 +251,49 @@ public class AnalyticsService implements AnalyticsUseCase {
             throw new RuntimeException("AI 피드백 요약 조회에 실패했습니다.", e);
         }
     }
-    
+
+    @Override
+    // @Cacheable(value = "customerPositiveFeedback", key = "#storeId")
+    public CustomerPositiveReviewResponse getPositiveIFeedbackSummary(Long storeId) {
+
+        try {
+            // 1. 캐시에서 먼저 확인 (타입 안전성 보장)
+            String cacheKey = "customerPositiveFeedback:store:" + storeId;
+            var cachedResult = cachePort.getAnalyticsCache(cacheKey);
+            if (cachedResult.isPresent()) {
+                Object cached = cachedResult.get();
+                if (cached instanceof CustomerPositiveReviewResponse) {
+                    log.info("캐시에서 AI 긍정 피드백 반환: storeId={}", storeId);
+                    return (CustomerPositiveReviewResponse) cached;
+                }
+                log.debug("AI 긍정 피드백 캐시 데이터 타입 불일치, DB에서 조회: storeId={}", storeId);
+            }
+
+            // 1. 기존 AI 피드백 조회
+            var aiFeedback = analyticsPort.findPositiveAIFeedbackByStoreId(storeId);
+
+            if (aiFeedback.isEmpty()) {
+                // 2. AI 피드백이 없으면 새로 생성
+               throw new RuntimeException("AI 긍정 피드백 요약 조회 실패");
+            }
+
+
+            // 3. 응답 생성
+            var response = CustomerPositiveReviewResponse.builder()
+                .storeId(aiFeedback.get().getStoreId())
+                .positiveSummary(aiFeedback.get().getPositiveSummary())
+                .analyzedAt(aiFeedback.get().getCreatedAt())
+                .build();
+
+            return response;
+
+        } catch (Exception e) {
+            log.error("AI 피드백 조회 중 오류 발생: storeId={}", storeId, e);
+            throw new RuntimeException("AI 피드백 조회에 실패했습니다.", e);
+        }
+
+    }
+
     @Override
     public ReviewAnalysisResponse getReviewAnalysis(Long storeId, int days) {
         log.info("리뷰 분석 조회 시작: storeId={}", storeId);
diff --git a/analytics/src/main/java/com/ktds/hi/analytics/biz/usecase/in/AnalyticsUseCase.java b/analytics/src/main/java/com/ktds/hi/analytics/biz/usecase/in/AnalyticsUseCase.java
index a3d85a5..5617fd3 100644
--- a/analytics/src/main/java/com/ktds/hi/analytics/biz/usecase/in/AnalyticsUseCase.java
+++ b/analytics/src/main/java/com/ktds/hi/analytics/biz/usecase/in/AnalyticsUseCase.java
@@ -30,6 +30,12 @@ public interface AnalyticsUseCase {
      * AI 피드백 요약 조회
      */
     AiFeedbackSummaryResponse getAIFeedbackSummary(Long storeId);
+
+
+    /**
+     * AI 긍정 피드백 요약 조회(고객용)
+     */
+    CustomerPositiveReviewResponse getPositiveIFeedbackSummary(Long storeId);
     
     /**
      * 리뷰 분석 조회
diff --git a/analytics/src/main/java/com/ktds/hi/analytics/biz/usecase/out/AnalyticsPort.java b/analytics/src/main/java/com/ktds/hi/analytics/biz/usecase/out/AnalyticsPort.java
index f8a44a0..ce77a32 100644
--- a/analytics/src/main/java/com/ktds/hi/analytics/biz/usecase/out/AnalyticsPort.java
+++ b/analytics/src/main/java/com/ktds/hi/analytics/biz/usecase/out/AnalyticsPort.java
@@ -26,6 +26,12 @@ public interface AnalyticsPort {
      */
     Optional<AiFeedback> findAIFeedbackByStoreId(Long storeId);
 
+    /**
+     * 매장 ID로 AI 긍정 피드백 조회(고객용)
+     */
+    Optional<AiFeedback> findPositiveAIFeedbackByStoreId(Long storeId);
+
+
     /**
      * AI 피드백 ID로 조회 (추가된 메서드)
      */
diff --git a/analytics/src/main/java/com/ktds/hi/analytics/infra/controller/AnalyticsController.java b/analytics/src/main/java/com/ktds/hi/analytics/infra/controller/AnalyticsController.java
index 032b07f..b456f78 100644
--- a/analytics/src/main/java/com/ktds/hi/analytics/infra/controller/AnalyticsController.java
+++ b/analytics/src/main/java/com/ktds/hi/analytics/infra/controller/AnalyticsController.java
@@ -64,7 +64,7 @@ public class AnalyticsController {
         
         return ResponseEntity.ok(SuccessResponse.of(response, "AI 피드백 상세 조회 성공"));
     }
-    
+
     /**
      * 매장 통계 조회
      */
@@ -102,6 +102,24 @@ public class AnalyticsController {
         
         return ResponseEntity.ok(SuccessResponse.of(response, "AI 피드백 요약 조회 성공"));
     }
+
+    /**
+     * AI 긍정 피드백 요약 조회(고객용)
+     */
+    @Operation(summary = "AI 긍정 피드백 요약 조회", description = "매장의 AI 긍정 피드백 요약 정보를 조회합니다.")
+    @GetMapping("/stores/{storeId}/customer/summary")
+    public ResponseEntity<SuccessResponse<CustomerPositiveReviewResponse>> getCustomerAIFeedbackSummary(
+        @Parameter(description = "매장 ID", required = true)
+        @PathVariable @NotNull Long storeId) {
+
+        log.info("AI 피드백 요약 조회 요청: storeId={}", storeId);
+
+        CustomerPositiveReviewResponse response = analyticsUseCase.getPositiveIFeedbackSummary(storeId);
+
+        return ResponseEntity.ok(SuccessResponse.of(response, "AI 피드백 요약 조회 성공"));
+    }
+
+
     
     /**
      * 리뷰 분석 조회
diff --git a/analytics/src/main/java/com/ktds/hi/analytics/infra/dto/CustomerPositiveReviewResponse.java b/analytics/src/main/java/com/ktds/hi/analytics/infra/dto/CustomerPositiveReviewResponse.java
index f0f5927..b12f898 100644
--- a/analytics/src/main/java/com/ktds/hi/analytics/infra/dto/CustomerPositiveReviewResponse.java
+++ b/analytics/src/main/java/com/ktds/hi/analytics/infra/dto/CustomerPositiveReviewResponse.java
@@ -25,10 +25,6 @@ public class CustomerPositiveReviewResponse {
 	@Schema(description = "긍정적인 리뷰 요약")
 	private String positiveSummary;
 
-
-	@Schema(description = "분석된 총 리뷰 수")
-	private Integer totalReviewsAnalyzed;
-
 	@Schema(description = "분석 일시")
 	private LocalDateTime analyzedAt;
 }
diff --git a/analytics/src/main/java/com/ktds/hi/analytics/infra/gateway/AnalyticsRepositoryAdapter.java b/analytics/src/main/java/com/ktds/hi/analytics/infra/gateway/AnalyticsRepositoryAdapter.java
index e08d601..db51540 100644
--- a/analytics/src/main/java/com/ktds/hi/analytics/infra/gateway/AnalyticsRepositoryAdapter.java
+++ b/analytics/src/main/java/com/ktds/hi/analytics/infra/gateway/AnalyticsRepositoryAdapter.java
@@ -48,7 +48,13 @@ public class AnalyticsRepositoryAdapter implements AnalyticsPort {
         return aiFeedbackJpaRepository.findLatestByStoreId(storeId)
                 .map(this::toAiFeedbackDomain);
     }
-    
+
+    @Override
+    public Optional<AiFeedback> findPositiveAIFeedbackByStoreId(Long storeId) {
+        return aiFeedbackJpaRepository.findLatestByStoreId(storeId)
+            .map(this::toAiFeedbackDomain);
+    }
+
     @Override
     public AiFeedback saveAIFeedback(AiFeedback feedback) {
         AiFeedbackEntity entity = toAiFeedbackEntity(feedback);