diff --git a/ticketmate-ai/src/main/java/com/ticketmate/backend/ai/application/service/VertexAiEmbeddingService.java b/ticketmate-ai/src/main/java/com/ticketmate/backend/ai/application/service/VertexAiEmbeddingService.java
index e1143749..d1cefc61 100644
--- a/ticketmate-ai/src/main/java/com/ticketmate/backend/ai/application/service/VertexAiEmbeddingService.java
+++ b/ticketmate-ai/src/main/java/com/ticketmate/backend/ai/application/service/VertexAiEmbeddingService.java
@@ -40,23 +40,13 @@ public class VertexAiEmbeddingService {
    * @param embeddingType CONCERT, AGENT, SEARCH
    */
   @Transactional
-  @Caching(
-      cacheable = @Cacheable(
-          value = "embeddings",
-          key = "T(com.ticketmate.backend.common.core.util.CommonUtil)"
-                + ".normalizeAndRemoveSpecialCharacters(#text)"
-                + "+':' + #embeddingType",
-          condition = "#targetId == null",
-          unless = "#result == null"
-      )
-  )
   public Embedding fetchOrGenerateEmbedding(UUID targetId, String text, EmbeddingType embeddingType) {
     // 텍스트 정규화
     String normalizeText = CommonUtil.normalizeAndRemoveSpecialCharacters(text);
 
     // 검색 모드: 캐시나 DB 조회 후 없으면 생성
     return embeddingRepository.findByTextAndEmbeddingType(normalizeText, embeddingType)
-        .orElseGet(() -> createAndSaveEmbedding(targetId, normalizeText, embeddingType));
+      .orElseGet(() -> createAndSaveEmbedding(targetId, normalizeText, embeddingType));
   }
 
   /**
@@ -67,11 +57,11 @@ private Embedding createAndSaveEmbedding(UUID targetId, String normalizedText, E
     float[] vector = extractVector(generateEmbedding(normalizedText));
 
     return embeddingRepository.save(Embedding.builder()
-        .targetId(targetId)
-        .text(normalizedText)
-        .embeddingVector(vector)
-        .embeddingType(type)
-        .build());
+      .targetId(targetId)
+      .text(normalizedText)
+      .embeddingVector(vector)
+      .embeddingType(type)
+      .build());
   }
 
   /**
@@ -83,9 +73,9 @@ private Embedding createAndSaveEmbedding(UUID targetId, String normalizedText, E
   private EmbedContentResponse generateEmbedding(String text) {
     try {
       return genAiClient.models.embedContent(
-          googleGenAIProperties.model(),
-          text,
-          EmbedContentConfig.builder().build()
+        googleGenAIProperties.model(),
+        text,
+        EmbedContentConfig.builder().build()
       );
     } catch (ClientException e) {
       log.error("Vertex AI 임베딩 API 호출 실패: {}", e.getMessage());
@@ -101,9 +91,9 @@ private EmbedContentResponse generateEmbedding(String text) {
    */
   private float[] extractVector(EmbedContentResponse response) {
     List<Float> embeddingValues = response.embeddings()
-        .flatMap(list -> list.stream().findFirst())
-        .flatMap(ContentEmbedding::values)
-        .orElseThrow(() -> new CustomException(ErrorCode.EMBEDDING_DATA_NOT_FOUND));
+      .flatMap(list -> list.stream().findFirst())
+      .flatMap(ContentEmbedding::values)
+      .orElseThrow(() -> new CustomException(ErrorCode.EMBEDDING_DATA_NOT_FOUND));
     int size = embeddingValues.size();
     float[] vector = new float[size];
     for (int i = 0; i < size; i++) {
diff --git a/ticketmate-ai/src/main/java/com/ticketmate/backend/ai/infrastructure/repository/EmbeddingRepository.java b/ticketmate-ai/src/main/java/com/ticketmate/backend/ai/infrastructure/repository/EmbeddingRepository.java
index 8df7861b..45f2cb1b 100644
--- a/ticketmate-ai/src/main/java/com/ticketmate/backend/ai/infrastructure/repository/EmbeddingRepository.java
+++ b/ticketmate-ai/src/main/java/com/ticketmate/backend/ai/infrastructure/repository/EmbeddingRepository.java
@@ -25,6 +25,7 @@ public interface EmbeddingRepository extends JpaRepository<Embedding, UUID> {
    */
   @Query(value = "SELECT target_id FROM embedding e "
     + "WHERE e.embedding_type = 'CONCERT' "
+    + "AND (e.embedding_vector <-> CAST(:vector AS vector)) <= 0.90 "
     + "AND EXISTS "
     + "(SELECT 1 FROM ticket_open_date t "
     + "JOIN concert c ON t.concert_concert_id = c.concert_id "
@@ -43,6 +44,7 @@ public interface EmbeddingRepository extends JpaRepository<Embedding, UUID> {
    */
   @Query(value = "SELECT target_id FROM embedding "
     + "WHERE embedding_type = 'AGENT' "
+    + "AND (embedding_vector <-> CAST(:vector AS vector)) <= 0.90 "
     + "ORDER BY embedding_vector <-> CAST(:vector AS vector) LIMIT :limit", nativeQuery = true)
   List<UUID> findNearestAgentEmbeddings(@Param("vector") float[] vector, @Param("limit") int limit);
 
diff --git a/ticketmate-search/src/main/java/com/ticketmate/backend/search/infrastructure/repository/SearchRepositoryImpl.java b/ticketmate-search/src/main/java/com/ticketmate/backend/search/infrastructure/repository/SearchRepositoryImpl.java
index d561f08d..abb1d3b3 100644
--- a/ticketmate-search/src/main/java/com/ticketmate/backend/search/infrastructure/repository/SearchRepositoryImpl.java
+++ b/ticketmate-search/src/main/java/com/ticketmate/backend/search/infrastructure/repository/SearchRepositoryImpl.java
@@ -50,44 +50,44 @@ public List<ConcertSearchInfo> findConcertDetailsByIds(List<UUID> concertIds) {
       return Collections.emptyList();
     }
     return queryFactory
-        .select(Projections.constructor(ConcertSearchInfo.class,
-            CONCERT.concertId,
-            CONCERT.concertName,
-            CONCERT_HALL.concertHallName,
-            // 선예매 오픈일
-            Expressions.dateTimeTemplate(
-                Instant.class,
-                "min({0})",
-                new CaseBuilder()
-                    .when(TICKET_OPEN_DATE.ticketOpenType.eq(TicketOpenType.PRE_OPEN))
-                    .then(TICKET_OPEN_DATE.openDate)
-                    .otherwise((Instant) null)
-            ).as("ticketPreOpenDate"),
-            // 일반 예매 오픈일
-            Expressions.dateTimeTemplate(
-                Instant.class,
-                "min({0})",
-                new CaseBuilder()
-                    .when(TICKET_OPEN_DATE.ticketOpenType.eq(TicketOpenType.GENERAL_OPEN))
-                    .then(TICKET_OPEN_DATE.openDate)
-                    .otherwise((Instant) null)
-            ).as("ticketGeneralOpenDate"),
-            CONCERT_DATE.performanceDate.min().as("startDate"),
-            CONCERT_DATE.performanceDate.max().as("endDate"),
-            CONCERT.concertThumbnailStoredPath,
-            Expressions.constant(0.0)
-        ))
-        .from(CONCERT)
-        .leftJoin(CONCERT.concertHall, CONCERT_HALL)
-        .join(CONCERT_DATE).on(CONCERT.eq(CONCERT_DATE.concert))
-        .join(TICKET_OPEN_DATE).on(CONCERT.eq(TICKET_OPEN_DATE.concert))
-        .where(CONCERT.concertId.in(concertIds))
-        .groupBy(CONCERT.concertId,
-            CONCERT.concertName,
-            CONCERT_HALL.concertHallName,
-            CONCERT.concertThumbnailStoredPath
-        )
-        .fetch();
+      .select(Projections.constructor(ConcertSearchInfo.class,
+        CONCERT.concertId,
+        CONCERT.concertName,
+        CONCERT_HALL.concertHallName,
+        // 선예매 오픈일
+        Expressions.dateTimeTemplate(
+          Instant.class,
+          "min({0})",
+          new CaseBuilder()
+            .when(TICKET_OPEN_DATE.ticketOpenType.eq(TicketOpenType.PRE_OPEN))
+            .then(TICKET_OPEN_DATE.openDate)
+            .otherwise((Instant) null)
+        ).as("ticketPreOpenDate"),
+        // 일반 예매 오픈일
+        Expressions.dateTimeTemplate(
+          Instant.class,
+          "min({0})",
+          new CaseBuilder()
+            .when(TICKET_OPEN_DATE.ticketOpenType.eq(TicketOpenType.GENERAL_OPEN))
+            .then(TICKET_OPEN_DATE.openDate)
+            .otherwise((Instant) null)
+        ).as("ticketGeneralOpenDate"),
+        CONCERT_DATE.performanceDate.min().as("startDate"),
+        CONCERT_DATE.performanceDate.max().as("endDate"),
+        CONCERT.concertThumbnailStoredPath,
+        Expressions.constant(0.0)
+      ))
+      .from(CONCERT)
+      .leftJoin(CONCERT.concertHall, CONCERT_HALL)
+      .join(CONCERT_DATE).on(CONCERT.eq(CONCERT_DATE.concert))
+      .join(TICKET_OPEN_DATE).on(CONCERT.eq(TICKET_OPEN_DATE.concert))
+      .where(CONCERT.concertId.in(concertIds))
+      .groupBy(CONCERT.concertId,
+        CONCERT.concertName,
+        CONCERT_HALL.concertHallName,
+        CONCERT.concertThumbnailStoredPath
+      )
+      .fetch();
   }
 
   /**
@@ -102,20 +102,20 @@ public List<AgentSearchInfo> findAgentDetailsByIds(List<UUID> agentIds) {
       return Collections.emptyList();
     }
     return queryFactory
-        .select(Projections.constructor(AgentSearchInfo.class,
-            MEMBER.memberId,
-            MEMBER.nickname,
-            MEMBER.profileImgStoredPath,
-            PORTFOLIO.portfolioDescription,
-            AGENT_PERFORMANCE_SUMMARY.averageRating,
-            AGENT_PERFORMANCE_SUMMARY.reviewCount,
-            Expressions.constant(0.0)
-        ))
-        .from(MEMBER)
-        .leftJoin(PORTFOLIO).on(PORTFOLIO.member.eq(MEMBER))
-        .innerJoin(AGENT_PERFORMANCE_SUMMARY).on(MEMBER.eq(AGENT_PERFORMANCE_SUMMARY.agent))
-        .where(MEMBER.memberId.in(agentIds))
-        .fetch();
+      .select(Projections.constructor(AgentSearchInfo.class,
+        MEMBER.memberId,
+        MEMBER.nickname,
+        MEMBER.profileImgStoredPath,
+        PORTFOLIO.portfolioDescription,
+        AGENT_PERFORMANCE_SUMMARY.averageRating,
+        AGENT_PERFORMANCE_SUMMARY.reviewCount,
+        Expressions.constant(0.0)
+      ))
+      .from(MEMBER)
+      .leftJoin(PORTFOLIO).on(PORTFOLIO.member.eq(MEMBER))
+      .innerJoin(AGENT_PERFORMANCE_SUMMARY).on(MEMBER.eq(AGENT_PERFORMANCE_SUMMARY.agent))
+      .where(MEMBER.memberId.in(agentIds))
+      .fetch();
   }
 
   /**
@@ -129,21 +129,21 @@ public List<AgentSearchInfo> findAgentDetailsByIds(List<UUID> agentIds) {
   public List<UUID> findAgentIdsByKeyword(String keyword, int limit) {
     // 동적 WHERE 절 조합
     BooleanExpression whereClause = QueryDslUtil.allOf(
-        MEMBER.memberType.eq(MemberType.AGENT),
-        QueryDslUtil.anyOf(
-            QueryDslUtil.likeIgnoreCase(MEMBER.nickname, keyword),
-            QueryDslUtil.likeIgnoreCase(PORTFOLIO.portfolioDescription, keyword)
-        )
+      MEMBER.memberType.eq(MemberType.AGENT),
+      QueryDslUtil.anyOf(
+        QueryDslUtil.likeIgnoreCase(MEMBER.nickname, keyword),
+        QueryDslUtil.likeIgnoreCase(PORTFOLIO.portfolioDescription, keyword)
+      )
     );
 
     return queryFactory
-        .select(MEMBER.memberId)
-        .from(MEMBER)
-        .innerJoin(PORTFOLIO)
-        .on((PORTFOLIO.member).eq(MEMBER))
-        .where(whereClause)
-        .limit(limit)
-        .fetch();
+      .select(MEMBER.memberId)
+      .from(MEMBER)
+      .innerJoin(PORTFOLIO)
+      .on((PORTFOLIO.member).eq(MEMBER))
+      .where(whereClause)
+      .limit(limit)
+      .fetch();
   }
 
   /**