diff --git a/prediction-polls/frontend/src/Components/SearchBar/index.jsx b/prediction-polls/frontend/src/Components/SearchBar/index.jsx
index cb9a9626..725defea 100644
--- a/prediction-polls/frontend/src/Components/SearchBar/index.jsx
+++ b/prediction-polls/frontend/src/Components/SearchBar/index.jsx
@@ -6,9 +6,12 @@ import styles from "./SearchBar.module.css";
 function SearchBar({ onSearch }) {
   const [searchText, setSearchText] = useState('');
 
-  const handleSearch = value => {
-    setSearchText(value);
-    onSearch(value);
+  const handleInputChange = (e) => {
+    setSearchText(e.target.value);
+  };
+
+  const handleSearchTrigger = () => {
+    onSearch(searchText);
   };
 
   return (
@@ -17,8 +20,13 @@ function SearchBar({ onSearch }) {
         style={{ padding: '10px' }}
         placeholder="Search with question, tag, and creator name"
         value={searchText}
-        onChange={e => handleSearch(e.target.value)}
-        prefix={<SearchOutlined />}
+        onChange={handleInputChange}
+        onPressEnter={handleSearchTrigger}
+        suffix={
+          <span onClick={handleSearchTrigger} style={{ cursor: 'pointer' }}>
+            <SearchOutlined />
+          </span>
+        }
         allowClear
       />
     </div>
diff --git a/prediction-polls/frontend/src/Pages/Feed/index.jsx b/prediction-polls/frontend/src/Pages/Feed/index.jsx
index f686359e..f12a7afd 100644
--- a/prediction-polls/frontend/src/Pages/Feed/index.jsx
+++ b/prediction-polls/frontend/src/Pages/Feed/index.jsx
@@ -7,11 +7,13 @@ import pointData from "../../MockData/PointList.json";
 import SearchBar from "../../Components/SearchBar";
 import getProfileMe from "../../api/requests/profileMe.jsx";
 import { useNavigate } from "react-router-dom";
+import { Spin } from 'antd';
 
 function Feed() {
   const [pollData, setPollData] = useState({ pollList: [] });
   const [filteredPolls, setFilteredPolls] = useState(pollData.pollList);
   const [userData, setUserData] = useState({});
+  const [spinning, setSpinning] = useState(false);
 
   React.useEffect(() => {
     const data = getProfileMe();
@@ -24,6 +26,7 @@ function Feed() {
 
   useEffect(() => {
     const fetchData = async () => {
+      setSpinning(true);
       try {
         const response = await fetch(url + "/polls", {
           method: "GET",
@@ -58,6 +61,7 @@ function Feed() {
       } catch (error) {
         console.error("Error fetching polls:", error);
       }
+      setSpinning(false);
     };
 
     fetchData();
@@ -66,32 +70,70 @@ function Feed() {
 
 
   const handleSearch = (searchText) => {
-    if (!searchText.trim()) {
-      setFilteredPolls(pollData.pollList);
-      return;
-    }
+  setSpinning(true);
+  if (!searchText.trim()) {
+    setFilteredPolls(pollData.pollList);
+    setSpinning(false);
+    return;
+  }
+
+  const lowerCaseSearchText = searchText.toLowerCase();
+
+  // Filter local polls
+  const localFiltered = pollData.pollList.filter((poll) => {
+    const questionMatch = poll.question
+      .toLowerCase()
+      .includes(lowerCaseSearchText);
+    const tagsMatch =
+      poll.tags &&
+      poll.tags.some((tag) =>
+        tag.toLowerCase().includes(lowerCaseSearchText)
+      );
+    const creatorNameMatch =
+      poll.creatorName &&
+      poll.creatorName.toLowerCase().includes(lowerCaseSearchText);
+
+    return questionMatch || tagsMatch || creatorNameMatch;
+  });
+
+  // Make a GET request to the semantic search endpoint
+  const fetchSemanticSearch = async () => {
+    try {
+      const response = await fetch(`${url}/semantic/pollsearch?keyword=${encodeURIComponent(lowerCaseSearchText)}`, {
+        method: 'GET',
+        headers: {
+          'Content-Type': 'application/json',
+          Authorization: `Bearer ${localStorage.getItem("accessToken")}`,
+        }
+      });
 
-    const lowerCaseSearchText = searchText.toLowerCase();
-
-    const filtered = pollData.pollList.filter((poll) => {
-      const questionMatch = poll.question
-        .toLowerCase()
-        .includes(lowerCaseSearchText);
-      const tagsMatch =
-        poll.tags &&
-        poll.tags.some((tag) =>
-          tag.toLowerCase().includes(lowerCaseSearchText)
-        );
-      const creatorNameMatch =
-        poll.creatorName &&
-        poll.creatorName.toLowerCase().includes(lowerCaseSearchText);
-
-      return questionMatch || tagsMatch || creatorNameMatch;
-    });
+      if (!response.ok) {
+        throw new Error(`HTTP error! status: ${response.status}`);
+      }
+
+      const semanticData = await response.json();
 
-    setFilteredPolls(filtered);
+      // Combine local filtered polls with semantic search results
+      const combinedPolls = [...localFiltered];
+
+      // Add polls from semanticData if they don't already exist in combinedPolls
+      semanticData.forEach((semanticPoll) => {
+        const exists = combinedPolls.some(poll => poll.id === semanticPoll.id);
+        if (!exists) {
+          combinedPolls.push(semanticPoll);
+        }
+      });
+      setFilteredPolls(combinedPolls);
+    } catch (error) {
+      // Fallback to local filtered results if semantic search fails
+      setFilteredPolls(localFiltered);
+    }
+    setSpinning(false);
   };
 
+  fetchSemanticSearch();
+};
+
   return (
     <div className={styles.page}>
       <Menu currentPage="Feed" />
@@ -108,6 +150,7 @@ function Feed() {
       <div className={styles.pointsButton}>
         <PointsButton point={userData?.points ?? 0} />
       </div>
+      <Spin spinning={spinning} fullscreen />
     </div>
   );
 }