diff --git a/service-ai/pom.xml b/service-ai/pom.xml
index 7ddfff1..9763d44 100644
--- a/service-ai/pom.xml
+++ b/service-ai/pom.xml
@@ -29,12 +29,18 @@
         <eclipse-collections.version>11.1.0</eclipse-collections.version>
         <curator.version>5.1.0</curator.version>
         <hutool.version>5.8.27</hutool.version>
+        <mapstruct.version>1.6.3</mapstruct.version>
     </properties>
 
     <dependencies>
+        <dependency>
+            <groupId>org.mapstruct</groupId>
+            <artifactId>mapstruct</artifactId>
+        </dependency>
         <dependency>
             <groupId>org.projectlombok</groupId>
             <artifactId>lombok</artifactId>
+            <optional>true</optional>
         </dependency>
     </dependencies>
 
@@ -154,12 +160,22 @@
                 <artifactId>solon-ai-dialect-openai</artifactId>
                 <version>${solon-ai.version}</version>
             </dependency>
+            <dependency>
+                <groupId>org.mapstruct</groupId>
+                <artifactId>mapstruct</artifactId>
+                <version>${mapstruct.version}</version>
+            </dependency>
         </dependencies>
     </dependencyManagement>
 
     <build>
         <pluginManagement>
             <plugins>
+                <plugin>
+                    <groupId>org.apache.maven.plugins</groupId>
+                    <artifactId>maven-compiler-plugin</artifactId>
+                    <version>3.14.0</version>
+                </plugin>
                 <plugin>
                     <groupId>org.apache.maven.plugins</groupId>
                     <artifactId>maven-source-plugin</artifactId>
@@ -168,7 +184,7 @@
                 <plugin>
                     <groupId>org.apache.maven.plugins</groupId>
                     <artifactId>maven-shade-plugin</artifactId>
-                    <version>3.3.0</version>
+                    <version>3.6.0</version>
                 </plugin>
                 <plugin>
                     <groupId>org.springframework.boot</groupId>
diff --git a/service-ai/service-ai-web/pom.xml b/service-ai/service-ai-web/pom.xml
index fa7095c..9752d53 100644
--- a/service-ai/service-ai-web/pom.xml
+++ b/service-ai/service-ai-web/pom.xml
@@ -70,6 +70,32 @@
 
     <build>
         <plugins>
+            <plugin>
+                <groupId>org.apache.maven.plugins</groupId>
+                <artifactId>maven-compiler-plugin</artifactId>
+                <configuration>
+                    <annotationProcessorPaths>
+                        <path>
+                            <groupId>org.mapstruct</groupId>
+                            <artifactId>mapstruct-processor</artifactId>
+                            <version>${mapstruct.version}</version>
+                        </path>
+                        <path>
+                            <groupId>org.projectlombok</groupId>
+                            <artifactId>lombok</artifactId>
+                        </path>
+                        <path>
+                            <groupId>org.projectlombok</groupId>
+                            <artifactId>lombok-mapstruct-binding</artifactId>
+                            <version>0.2.0</version>
+                        </path>
+                    </annotationProcessorPaths>
+                    <compilerArgs>
+                        <arg>-Amapstruct.defaultComponentModel=spring</arg>
+                        <arg>-Amapstruct.defaultInjectionStrategy=constructor</arg>
+                    </compilerArgs>
+                </configuration>
+            </plugin>
             <plugin>
                 <groupId>org.springframework.boot</groupId>
                 <artifactId>spring-boot-maven-plugin</artifactId>