diff --git a/src/main/java/com/guo/learningprogresstracker/service/impl/AiServiceClient.java b/src/main/java/com/guo/learningprogresstracker/service/impl/AiServiceClient.java
index 7955c70..729694f 100644
--- a/src/main/java/com/guo/learningprogresstracker/service/impl/AiServiceClient.java
+++ b/src/main/java/com/guo/learningprogresstracker/service/impl/AiServiceClient.java
@@ -2,6 +2,7 @@ package com.guo.learningprogresstracker.service.impl;
 
 import com.fasterxml.jackson.databind.JsonNode;
 import com.fasterxml.jackson.databind.ObjectMapper;
+import com.guo.learningprogresstracker.utils.CompareResult;
 import jakarta.annotation.PostConstruct;
 import lombok.Setter;
 import lombok.extern.slf4j.Slf4j;
@@ -129,4 +130,40 @@ public class AiServiceClient {
             return Optional.empty();
         }
     }
+
+    /**
+     * 调用 lpt-ai 进行语义化回忆对比。
+     *
+     * @return 带 MATCHED/MISSED 标注和评价文本的对比结果；服务未配置或调用失败时返回 empty
+     */
+    public Optional<CompareResult> compareRecall(String taskName, String standardOutline, String recallOutline) {
+        if (!isConfigured()) {
+            return Optional.empty();
+        }
+        try {
+            Map<String, String> body = Map.of(
+                    "taskName", taskName,
+                    "standardOutline", standardOutline,
+                    "recallOutline", recallOutline
+            );
+
+            HttpRequest request = HttpRequest.newBuilder()
+                    .uri(URI.create(url + "/ai/compare-recall"))
+                    .timeout(Duration.ofSeconds(timeoutSeconds))
+                    .header("Content-Type", "application/json")
+                    .POST(HttpRequest.BodyPublishers.ofString(objectMapper.writeValueAsString(body)))
+                    .build();
+
+            HttpResponse<String> response = httpClient.send(request, HttpResponse.BodyHandlers.ofString());
+            if (response.statusCode() != 200) {
+                log.warn("lpt-ai 回忆对比失败: status={}, body={}", response.statusCode(),
+                        response.body() != null ? response.body().substring(0, Math.min(200, response.body().length())) : "");
+                return Optional.empty();
+            }
+            return Optional.of(objectMapper.readValue(response.body(), CompareResult.class));
+        } catch (Exception e) {
+            log.warn("lpt-ai 回忆对比调用异常，将降级为内置算法: {}", e.getMessage());
+            return Optional.empty();
+        }
+    }
 }
diff --git a/src/main/java/com/guo/learningprogresstracker/service/impl/StandardMindMapServiceImpl.java b/src/main/java/com/guo/learningprogresstracker/service/impl/StandardMindMapServiceImpl.java
index 434fe02..01669c8 100644
--- a/src/main/java/com/guo/learningprogresstracker/service/impl/StandardMindMapServiceImpl.java
+++ b/src/main/java/com/guo/learningprogresstracker/service/impl/StandardMindMapServiceImpl.java
@@ -39,6 +39,7 @@ public class StandardMindMapServiceImpl implements StandardMindMapService {
 
     private final List<MindMapAiClient> aiClients;
     private final ObjectMapper objectMapper;
+    private final AiServiceClient aiServiceClient;
 
     private static final String GENERATOR_BUILTIN = "BUILTIN";
     private static final String GENERATOR_USER = "USER";
@@ -105,8 +106,28 @@ public class StandardMindMapServiceImpl implements StandardMindMapService {
         MindMapNode standardRoot = MindMapTreeTool.fromJson(standard.getContent(), objectMapper);
         MindMapNode recallRoot = MindMapTreeTool.parseOutline(recallOutline);
 
-        // 3. 执行对比
-        CompareResult result = compareTrees(standardRoot, recallRoot);
+        // 3. 执行对比（优先 AI 语义对比，失败时降级为内置算法）
+        CompareResult result;
+        if (aiServiceClient.isConfigured()) {
+            String taskName = tasksMapper.selectOne(
+                    Wrappers.<TaskEntity>lambdaQuery().eq(TaskEntity::getTaskNum, taskNum).last("LIMIT 1"))
+                    .getTaskName();
+            var optResult = aiServiceClient.compareRecall(
+                    taskName,
+                    MindMapTreeTool.toFullOutline(standardRoot),
+                    recallOutline
+            );
+            if (optResult.isPresent()) {
+                result = optResult.get();
+                log.info("AI 回忆对比: taskNum={}, recallRatio={}, evaluation={}",
+                        taskNum, result.getRecallRatio(),
+                        result.getEvaluation() != null ? result.getEvaluation().substring(0, Math.min(50, result.getEvaluation().length())) : "");
+            } else {
+                result = compareTrees(standardRoot, recallRoot);
+            }
+        } else {
+            result = compareTrees(standardRoot, recallRoot);
+        }
 
         // 4. 序列化对比结果
         String resultJson;
diff --git a/src/main/java/com/guo/learningprogresstracker/utils/CompareResult.java b/src/main/java/com/guo/learningprogresstracker/utils/CompareResult.java
index 4a041bb..2e023b2 100644
--- a/src/main/java/com/guo/learningprogresstracker/utils/CompareResult.java
+++ b/src/main/java/com/guo/learningprogresstracker/utils/CompareResult.java
@@ -32,6 +32,9 @@ public class CompareResult {
     /** 额外节点数 */
     private int extraCount;
 
+    /** AI 评价文本（仅 AI 对比时有值，内置对比为 null） */
+    private String evaluation;
+
     @Data
     @NoArgsConstructor
     @AllArgsConstructor
diff --git a/src/test/java/com/guo/learningprogresstracker/service/impl/StandardMindMapServiceImplTest.java b/src/test/java/com/guo/learningprogresstracker/service/impl/StandardMindMapServiceImplTest.java
index 291c840..58cbcaf 100644
--- a/src/test/java/com/guo/learningprogresstracker/service/impl/StandardMindMapServiceImplTest.java
+++ b/src/test/java/com/guo/learningprogresstracker/service/impl/StandardMindMapServiceImplTest.java
@@ -45,6 +45,8 @@ class StandardMindMapServiceImplTest {
     private List<MindMapAiClient> aiClients;
     @Mock
     private MindMapAiClient mockAiClient;
+    @Mock
+    private AiServiceClient aiServiceClient;
 
     private final ObjectMapper objectMapper = new ObjectMapper();
 
@@ -189,7 +191,7 @@ class StandardMindMapServiceImplTest {
                 standardMindMapMapper, recallRecordMapper,
                 tasksMapper, studyReportsMapper, studyReportFragmentsMapper,
                 taskApplicationMapper, studySessionsMapper,
-                List.of(mockAiClient), objectMapper);
+                List.of(mockAiClient), objectMapper, aiServiceClient);
         return s;
     }
 }