JobDri-Developer · whc9999 · May 22, 2026 · May 22, 2026
diff --git a/src/main/java/com/jobdri/jobdri_api/domain/analysis/dto/llm/AnalysisLlmResponse.java b/src/main/java/com/jobdri/jobdri_api/domain/analysis/dto/llm/AnalysisLlmResponse.java
@@ -13,6 +13,7 @@ public record AnalysisLlmResponse(
     public record QuestionAnalysisItem(
             Long questionId,
             String sentence,
+            String status,
             String reason,
             String improvement
     ) {

diff --git a/...ain/java/com/jobdri/jobdri_api/domain/analysis/dto/response/QuestionAnalysisResponse.java b/...ain/java/com/jobdri/jobdri_api/domain/analysis/dto/response/QuestionAnalysisResponse.java
@@ -1,10 +1,12 @@
 package com.jobdri.jobdri_api.domain.analysis.dto.response;
 
 import com.jobdri.jobdri_api.domain.analysis.entity.QuestionAnalysis;
+import com.jobdri.jobdri_api.domain.analysis.entity.QuestionAnalysisStatus;
 
 public record QuestionAnalysisResponse(
         Long questionAnalysisId,
         String sentence,
+        String status,
         String reason,
         String improvement,
         int start,
@@ -14,10 +16,18 @@ public static QuestionAnalysisResponse from(QuestionAnalysis questionAnalysis) {
         return new QuestionAnalysisResponse(
                 questionAnalysis.getId(),
                 questionAnalysis.getSentence(),
+                statusValue(questionAnalysis.getStatus()),
                 questionAnalysis.getReason(),
                 questionAnalysis.getImprovement(),
                 questionAnalysis.getStart(),
                 questionAnalysis.getEnd()
         );
     }
+
+    private static String statusValue(QuestionAnalysisStatus status) {
+        if (status == null) {
+            return QuestionAnalysisStatus.MENTIONED.name().toLowerCase();
+        }
+        return status.name().toLowerCase();
+    }
 }
diff --git a/src/main/java/com/jobdri/jobdri_api/domain/analysis/entity/QuestionAnalysis.java b/src/main/java/com/jobdri/jobdri_api/domain/analysis/entity/QuestionAnalysis.java
@@ -32,6 +32,11 @@ public class QuestionAnalysis {
     @Column(nullable = false, columnDefinition = "TEXT")
     private String improvement;
 
+    @Enumerated(EnumType.STRING)
+    @Column(nullable = false, columnDefinition = "varchar(255) default 'MENTIONED'")
+    @Builder.Default
+    private QuestionAnalysisStatus status = QuestionAnalysisStatus.MENTIONED;
+
     @Column(name = "start_index", nullable = false)
     private int start;
 
@@ -44,6 +49,7 @@ public static QuestionAnalysis create(
             String sentence,
             String reason,
             String improvement,
+            QuestionAnalysisStatus status,
             int start,
             int end
     ) {
@@ -53,6 +59,7 @@ public static QuestionAnalysis create(
                 .sentence(sentence)
                 .reason(reason)
                 .improvement(improvement)
+                .status(status)
                 .start(start)
                 .end(end)
                 .build();

diff --git a/src/main/java/com/jobdri/jobdri_api/domain/analysis/entity/QuestionAnalysisStatus.java b/src/main/java/com/jobdri/jobdri_api/domain/analysis/entity/QuestionAnalysisStatus.java
@@ -0,0 +1,8 @@
+package com.jobdri.jobdri_api.domain.analysis.entity;
+
+public enum QuestionAnalysisStatus {
+    PROVEN,
+    MENTIONED,
+    MISSING,
+    FABRICATED
+}
diff --git a/src/main/java/com/jobdri/jobdri_api/domain/analysis/service/AnalysisAiClient.java b/src/main/java/com/jobdri/jobdri_api/domain/analysis/service/AnalysisAiClient.java
@@ -79,6 +79,7 @@ private String buildPrompt(JobPosting jobPosting, List<Question> questions) {
                     {
                       "questionId": 1,
                       "sentence": "자소서 답변 안에 실제 존재하는 정확한 부분 문자열",
+                      "status": "mentioned",
                       "reason": "문제 이유",
                       "improvement": "개선 예시 문장"
                     }
@@ -131,6 +132,7 @@ private String buildPrompt(JobPosting jobPosting, List<Question> questions) {
                 [중요 규칙]
                 - JSON 외 텍스트, 마크다운, 코드블럭을 출력하지 않는다.
                 - questionAnalyses의 questionId는 입력된 questionId 중 하나만 사용한다.
+                - questionAnalyses의 status는 proven, mentioned, missing, fabricated 중 하나만 사용한다.
                 - sentence는 answer에 포함된 정확한 substring만 사용한다.
                 - start/end index는 출력하지 않는다. 서버가 Java에서 계산한다.
                 - 원문 매칭이 불확실하면 questionAnalyses에 포함하지 않는다.

diff --git a/src/main/java/com/jobdri/jobdri_api/domain/analysis/service/AnalysisService.java b/src/main/java/com/jobdri/jobdri_api/domain/analysis/service/AnalysisService.java
@@ -7,6 +7,7 @@
 import com.jobdri.jobdri_api.domain.analysis.entity.Analysis;
 import com.jobdri.jobdri_api.domain.analysis.entity.Question;
 import com.jobdri.jobdri_api.domain.analysis.entity.QuestionAnalysis;
+import com.jobdri.jobdri_api.domain.analysis.entity.QuestionAnalysisStatus;
 import com.jobdri.jobdri_api.domain.analysis.repository.AnalysisRepository;
 import com.jobdri.jobdri_api.domain.analysis.repository.QuestionAnalysisRepository;
 import com.jobdri.jobdri_api.domain.analysis.repository.QuestionRepository;
@@ -137,6 +138,7 @@ private List<QuestionAnalysis> buildQuestionAnalyses(
                     sentence,
                     defaultString(item.reason()),
                     defaultString(item.improvement()),
+                    normalizeStatus(item.status()),
                     start,
                     start + sentence.length()
             ));
@@ -199,4 +201,16 @@ private String normalizeFeedback(String feedback) {
     private String defaultString(String value) {
         return value == null ? "" : value;
     }
+
+    private QuestionAnalysisStatus normalizeStatus(String status) {
+        if (!StringUtils.hasText(status)) {
+            return QuestionAnalysisStatus.MENTIONED;
+        }
+
+        try {
+            return QuestionAnalysisStatus.valueOf(status.trim().toUpperCase());
+        } catch (IllegalArgumentException e) {
+            return QuestionAnalysisStatus.MENTIONED;
+        }
+    }
 }
diff --git a/src/test/java/com/jobdri/jobdri_api/domain/analysis/service/AnalysisServiceTest.java b/src/test/java/com/jobdri/jobdri_api/domain/analysis/service/AnalysisServiceTest.java
@@ -94,6 +94,7 @@ void analyzeSavesAnalysis() {
                         new AnalysisLlmResponse.QuestionAnalysisItem(
                                 question.getId(),
                                 "Spring Boot API를 개발했습니다.",
+                                "mentioned",
                                 "성과 지표가 없어 구체성이 약합니다.",
                                 "Spring Boot API를 개발해 응답 시간을 20% 개선했습니다."
                         )
@@ -109,6 +110,7 @@ void analyzeSavesAnalysis() {
         assertThat(response.completeness()).isEqualTo(80);
         assertThat(response.questions()).hasSize(1);
         assertThat(response.questions().get(0).analyses()).hasSize(1);
+        assertThat(response.questions().get(0).analyses().get(0).status()).isEqualTo("mentioned");
         assertThat(response.questions().get(0).analyses().get(0).start()).isEqualTo(0);
         assertThat(response.questions().get(0).analyses().get(0).end())
                 .isEqualTo("Spring Boot API를 개발했습니다.".length());
@@ -159,6 +161,7 @@ void analyzeSkipsSentenceNotInAnswer() {
                         new AnalysisLlmResponse.QuestionAnalysisItem(
                                 question.getId(),
                                 "답변에 없는 문장입니다.",
+                                "fabricated",
                                 "원문에 없습니다.",
                                 "원문 기반 문장으로 개선해야 합니다."
                         )
@@ -188,6 +191,7 @@ void analyzeReplacesExistingAnalysis() {
                         List.of(new AnalysisLlmResponse.QuestionAnalysisItem(
                                 question.getId(),
                                 "가입 완료율을 개선했습니다.",
+                                "mentioned",
                                 "수치가 부족합니다.",
                                 "가입 완료율을 12% 개선했습니다."
                         ))
@@ -201,6 +205,7 @@ void analyzeReplacesExistingAnalysis() {
                         List.of(new AnalysisLlmResponse.QuestionAnalysisItem(
                                 question.getId(),
                                 "API 응답 속도를 개선했습니다.",
+                                "proven",
                                 "성과 기준이 더 필요합니다.",
                                 "API 응답 속도를 300ms 단축했습니다."
                         ))
@@ -212,6 +217,7 @@ void analyzeReplacesExistingAnalysis() {
         assertThat(second.analysisId()).isNotEqualTo(first.analysisId());
         assertThat(second.score()).isEqualTo(88);
         assertThat(second.feedback()).isEqualTo("두 번째 분석");
+        assertThat(second.questions().get(0).analyses().get(0).status()).isEqualTo("proven");
         assertThat(analysisRepository.findByMockApplyId(mockApply.getId()).orElseThrow().getScore()).isEqualTo(88);
         assertThat(questionAnalysisRepository.findAllByAnalysisId(second.analysisId())).hasSize(1);
         assertThat(questionAnalysisRepository.findAllByAnalysisId(first.analysisId())).isEmpty();
@@ -232,6 +238,7 @@ void getAnalysis() {
                 List.of(new AnalysisLlmResponse.QuestionAnalysisItem(
                         question.getId(),
                         "서비스 개선 경험이 있습니다.",
+                        "mentioned",
                         "구체성이 조금 부족합니다.",
                         "서비스 개선 경험으로 전환율을 10% 높였습니다."
                 ))