diff --git a/common/src/main/java/com/tencent/supersonic/common/config/ThreadPoolConfig.java b/common/src/main/java/com/tencent/supersonic/common/config/ThreadPoolConfig.java
new file mode 100644
index 000000000..8c8cbb20a
--- /dev/null
+++ b/common/src/main/java/com/tencent/supersonic/common/config/ThreadPoolConfig.java
@@ -0,0 +1,29 @@
+package com.tencent.supersonic.common.config;
+
+import com.google.common.util.concurrent.ThreadFactoryBuilder;
+import org.springframework.context.annotation.Bean;
+import org.springframework.stereotype.Component;
+
+import java.util.concurrent.LinkedBlockingQueue;
+import java.util.concurrent.ThreadPoolExecutor;
+import java.util.concurrent.TimeUnit;
+
+@Component
+public class ThreadPoolConfig {
+
+    @Bean("commonExecutor")
+    public ThreadPoolExecutor getCommonExecutor() {
+        return new ThreadPoolExecutor(8, 16, 60 * 3, TimeUnit.SECONDS,
+                new LinkedBlockingQueue<Runnable>(1024),
+                new ThreadFactoryBuilder().setNameFormat("supersonic-common-pool-").build(),
+                new ThreadPoolExecutor.CallerRunsPolicy());
+    }
+
+    @Bean("mapExecutor")
+    public ThreadPoolExecutor getMapExecutor() {
+        return new ThreadPoolExecutor(8, 16, 60 * 3, TimeUnit.SECONDS,
+                new LinkedBlockingQueue<Runnable>(8192),
+                new ThreadFactoryBuilder().setNameFormat("supersonic-map-pool-").build(),
+                new ThreadPoolExecutor.CallerRunsPolicy());
+    }
+}
diff --git a/headless/chat/src/main/java/com/tencent/supersonic/headless/chat/mapper/SingleMatchStrategy.java b/headless/chat/src/main/java/com/tencent/supersonic/headless/chat/mapper/SingleMatchStrategy.java
index 0de3df0a1..770a7f097 100644
--- a/headless/chat/src/main/java/com/tencent/supersonic/headless/chat/mapper/SingleMatchStrategy.java
+++ b/headless/chat/src/main/java/com/tencent/supersonic/headless/chat/mapper/SingleMatchStrategy.java
@@ -1,5 +1,6 @@
 package com.tencent.supersonic.headless.chat.mapper;
 
+import com.tencent.supersonic.common.config.ThreadPoolConfig;
 import com.tencent.supersonic.headless.api.pojo.response.S2Term;
 import com.tencent.supersonic.headless.chat.ChatQueryContext;
 import com.tencent.supersonic.headless.chat.knowledge.MapResult;
@@ -8,10 +9,11 @@ import org.springframework.beans.factory.annotation.Autowired;
 import org.springframework.stereotype.Service;
 
 import java.util.ArrayList;
-import java.util.HashSet;
 import java.util.List;
 import java.util.Map;
 import java.util.Set;
+import java.util.concurrent.Callable;
+import java.util.concurrent.ConcurrentHashMap;
 
 @Service
 @Slf4j
@@ -20,33 +22,55 @@ public abstract class SingleMatchStrategy<T extends MapResult> extends BaseMatch
     protected MapperConfig mapperConfig;
     @Autowired
     protected MapperHelper mapperHelper;
+    @Autowired
+    protected ThreadPoolConfig threadPoolConfig;
 
     public List<T> detect(ChatQueryContext chatQueryContext, List<S2Term> terms,
             Set<Long> detectDataSetIds) {
         Map<Integer, Integer> regOffsetToLength = mapperHelper.getRegOffsetToLength(terms);
         String text = chatQueryContext.getRequest().getQueryText();
-        Set<T> results = new HashSet<>();
+        Set<T> results = ConcurrentHashMap.newKeySet();
+        Set<String> detectSegments = ConcurrentHashMap.newKeySet();
+        List<Callable<Void>> tasks = new ArrayList<>();
 
-        Set<String> detectSegments = new HashSet<>();
-
-        for (Integer startIndex = 0; startIndex <= text.length() - 1;) {
-
-            for (Integer index = startIndex; index <= text.length();) {
+        for (int startIndex = 0; startIndex <= text.length() - 1;) {
+            for (int index = startIndex; index <= text.length();) {
                 int offset = mapperHelper.getStepOffset(terms, startIndex);
                 index = mapperHelper.getStepIndex(regOffsetToLength, index);
                 if (index <= text.length()) {
                     String detectSegment = text.substring(startIndex, index).trim();
                     detectSegments.add(detectSegment);
-                    List<T> oneRoundResults =
-                            detectByStep(chatQueryContext, detectDataSetIds, detectSegment, offset);
-                    selectResultInOneRound(results, oneRoundResults);
+                    tasks.add(createTask(chatQueryContext, detectDataSetIds, detectSegment, offset,
+                            results));
                 }
             }
             startIndex = mapperHelper.getStepIndex(regOffsetToLength, startIndex);
         }
+        executeTasks(tasks);
         return new ArrayList<>(results);
     }
 
+    private Callable<Void> createTask(ChatQueryContext chatQueryContext, Set<Long> detectDataSetIds,
+            String detectSegment, int offset, Set<T> results) {
+        return () -> {
+            List<T> oneRoundResults =
+                    detectByStep(chatQueryContext, detectDataSetIds, detectSegment, offset);
+            synchronized (results) {
+                selectResultInOneRound(results, oneRoundResults);
+            }
+            return null;
+        };
+    }
+
+    private void executeTasks(List<Callable<Void>> tasks) {
+        try {
+            threadPoolConfig.getMapExecutor().invokeAll(tasks);
+        } catch (InterruptedException e) {
+            Thread.currentThread().interrupt();
+            throw new RuntimeException("Task execution interrupted", e);
+        }
+    }
+
     public abstract List<T> detectByStep(ChatQueryContext chatQueryContext,
             Set<Long> detectDataSetIds, String detectSegment, int offset);
 }