diff --git a/cake-game/.eslintrc.cjs b/cake-game/.eslintrc.cjs
index 3e212e1..ff4d29a 100644
--- a/cake-game/.eslintrc.cjs
+++ b/cake-game/.eslintrc.cjs
@@ -13,6 +13,7 @@ module.exports = {
   plugins: ['react-refresh'],
   rules: {
     'react/jsx-no-target-blank': 'off',
+    'react/prop-types': 'off',
     'react-refresh/only-export-components': [
       'warn',
       { allowConstantExport: true },
diff --git a/cake-game/package-lock.json b/cake-game/package-lock.json
index a6eb898..e334078 100644
--- a/cake-game/package-lock.json
+++ b/cake-game/package-lock.json
@@ -14,7 +14,8 @@
         "axios": "^1.6.8",
         "react": "^18.2.0",
         "react-dom": "^18.2.0",
-        "react-router-dom": "^6.22.3"
+        "react-router-dom": "^6.22.3",
+        "uuid": "^9.0.1"
       },
       "devDependencies": {
         "@jest/globals": "^29.7.0",
@@ -8227,6 +8228,18 @@
       "resolved": "https://registry.npmjs.org/urlpattern-polyfill/-/urlpattern-polyfill-8.0.2.tgz",
       "integrity": "sha512-Qp95D4TPJl1kC9SKigDcqgyM2VDVO4RiJc2d4qe5GrYm+zbIQCWWKAFaJNQ4BhdFeDGwBmAxqJBwWSJDb9T3BQ=="
     },
+    "node_modules/uuid": {
+      "version": "9.0.1",
+      "resolved": "https://registry.npmjs.org/uuid/-/uuid-9.0.1.tgz",
+      "integrity": "sha512-b+1eJOlsR9K8HJpow9Ok3fiWOWSIcIzXodvv0rQjVoOVNpWMpxf1wZNpt4y9h10odCNrqnYp1OBzRktckBe3sA==",
+      "funding": [
+        "https://github.com/sponsors/broofa",
+        "https://github.com/sponsors/ctavan"
+      ],
+      "bin": {
+        "uuid": "dist/bin/uuid"
+      }
+    },
     "node_modules/v8-to-istanbul": {
       "version": "9.2.0",
       "resolved": "https://registry.npmjs.org/v8-to-istanbul/-/v8-to-istanbul-9.2.0.tgz",
@@ -14325,6 +14338,11 @@
       "resolved": "https://registry.npmjs.org/urlpattern-polyfill/-/urlpattern-polyfill-8.0.2.tgz",
       "integrity": "sha512-Qp95D4TPJl1kC9SKigDcqgyM2VDVO4RiJc2d4qe5GrYm+zbIQCWWKAFaJNQ4BhdFeDGwBmAxqJBwWSJDb9T3BQ=="
     },
+    "uuid": {
+      "version": "9.0.1",
+      "resolved": "https://registry.npmjs.org/uuid/-/uuid-9.0.1.tgz",
+      "integrity": "sha512-b+1eJOlsR9K8HJpow9Ok3fiWOWSIcIzXodvv0rQjVoOVNpWMpxf1wZNpt4y9h10odCNrqnYp1OBzRktckBe3sA=="
+    },
     "v8-to-istanbul": {
       "version": "9.2.0",
       "resolved": "https://registry.npmjs.org/v8-to-istanbul/-/v8-to-istanbul-9.2.0.tgz",
diff --git a/cake-game/package.json b/cake-game/package.json
index 08c443f..38620bb 100644
--- a/cake-game/package.json
+++ b/cake-game/package.json
@@ -17,7 +17,8 @@
     "axios": "^1.6.8",
     "react": "^18.2.0",
     "react-dom": "^18.2.0",
-    "react-router-dom": "^6.22.3"
+    "react-router-dom": "^6.22.3",
+    "uuid": "^9.0.1"
   },
   "devDependencies": {
     "@jest/globals": "^29.7.0",
diff --git a/cake-game/src/components/classifier-table-row/ClassifierTableRow.css b/cake-game/src/components/classifier-table-row/ClassifierTableRow.css
new file mode 100644
index 0000000..90bcb95
--- /dev/null
+++ b/cake-game/src/components/classifier-table-row/ClassifierTableRow.css
@@ -0,0 +1,20 @@
+.image {
+  width: 50px;
+  height: auto;
+}
+
+.classification {
+  font-weight: normal;
+}
+
+tr {
+  padding: 0.5rem 3rem;
+}
+
+.row {
+  background-color: var(--qwik-dark-background);
+}
+
+.alternative-row {
+  background-color: var(--qwik-alt-background);
+}
\ No newline at end of file
diff --git a/cake-game/src/components/classifier-table-row/ClassifierTableRow.jsx b/cake-game/src/components/classifier-table-row/ClassifierTableRow.jsx
new file mode 100644
index 0000000..e9606b7
--- /dev/null
+++ b/cake-game/src/components/classifier-table-row/ClassifierTableRow.jsx
@@ -0,0 +1,37 @@
+import "./ClassifierTableRow.css";
+
+function ClassifierTableRow(props) {
+
+  function formatClassificationCollections(predictions, attributeName) {
+    if (!predictions || predictions.length === 0) {
+      return 'N/A';
+    }
+
+    return predictions[0][attributeName];
+  }
+
+  function formatClassificationString(classifier) {
+    if (!classifier) {
+      return 'N/A';
+    }
+
+    return classifier;
+  }
+
+  return (
+    <>
+      <tr className={`${ props.rowNumber % 2 === 0 ? 'alternative-row' : 'row'}`}>
+        <th>
+          <img className="image" alt="Random image" src={props.result.image_url} />
+        </th>
+        <th className="classification">{ props.result.user_category }</th>
+        <th className="classification">{ formatClassificationCollections(props.result.models.mobilenet_classifier, 'className') }</th>
+        <th className="classification">{ formatClassificationCollections(props.result.models?.coco_ssd_predictions, 'class') }</th>
+        <th className="classification">{ formatClassificationString(props.result.models?.my_transfer_model_classifier?.category) }</th>
+        <th className="classification">{ formatClassificationString(props.result.models?.my_model_classifier.category) }</th>
+      </tr>
+    </>
+  );
+}
+
+export default ClassifierTableRow;
diff --git a/cake-game/src/components/classifier-table-row/ClassifierTableRow.test.js b/cake-game/src/components/classifier-table-row/ClassifierTableRow.test.js
new file mode 100644
index 0000000..d8b1a6f
--- /dev/null
+++ b/cake-game/src/components/classifier-table-row/ClassifierTableRow.test.js
@@ -0,0 +1,9 @@
+import { test, expect } from '@playwright/experimental-ct-react';
+import ClassifierTableRow from './ClassifierTableRow';
+
+test.use({ viewport: { width: 500, height: 500 } });
+
+test('should render', async ({ mount }) => {
+  const component = await mount(<ClassifierTableRow />);
+  expect(component).toBeDefined();
+});
\ No newline at end of file
diff --git a/cake-game/src/functions/game_results.js b/cake-game/src/functions/game_results.js
new file mode 100644
index 0000000..01af1ef
--- /dev/null
+++ b/cake-game/src/functions/game_results.js
@@ -0,0 +1,26 @@
+import { getGameResults } from "../util/elasticsearch";
+import { convertRequest, generateResponse } from "../util/helper";
+
+/**
+ * Get a random image
+ * Note: Netlify deploys this function at the endpoint /.netlify/functions/image
+ * @param {*} event
+ * @param {*} context
+ * @returns
+ */
+export async function handler(event, context) {
+  const gameMetadata = convertRequest(event.body);
+
+  try {
+    const response = await getGameResults(gameMetadata);
+    const results = response.hits.hits.flatMap((document) => {
+      return document._source;
+    });
+
+    return generateResponse(200, results);
+  } catch (e) {
+    console.log(e);
+
+    return generateResponse(500, e);
+  }
+}
diff --git a/cake-game/src/index.css b/cake-game/src/index.css
index c91f1c5..8a87e16 100644
--- a/cake-game/src/index.css
+++ b/cake-game/src/index.css
@@ -6,6 +6,7 @@
   --qwik-dark-purple: #713fc2;
   --qwik-dirty-black: #1d2033;
   --qwik-dark-background: #151934;
+  --qwik-alt-background: #332b6a;
   --qwik-dark-text: #ffffff;
 }
 
diff --git a/cake-game/src/main.jsx b/cake-game/src/main.jsx
index d695785..e7325d4 100644
--- a/cake-game/src/main.jsx
+++ b/cake-game/src/main.jsx
@@ -12,6 +12,7 @@ import Error from './Error.jsx';
 import Start from './routes/start/Start.jsx';
 import Play from './routes/play/Play.jsx';
 import Home from './routes/home/Home.jsx';
+import End from './routes/end/End.jsx';
 
 const router = createBrowserRouter([
   {
@@ -29,7 +30,11 @@ const router = createBrowserRouter([
       },
       {
         path: '/play',
-        element: <Play />
+        element: <Play />,
+      },
+      {
+        path: '/end',
+        element: <End />
       }
     ]
   },
diff --git a/cake-game/src/routes/end/End.css b/cake-game/src/routes/end/End.css
new file mode 100644
index 0000000..b5e2ea3
--- /dev/null
+++ b/cake-game/src/routes/end/End.css
@@ -0,0 +1,29 @@
+section {
+    display: flex;
+    flex-direction: column;
+    align-items: center;
+    gap: 2rem;
+
+    margin: auto;
+}
+
+table {
+  width: 95%;
+
+  /*padding: 0.5rem 2rem;*/
+
+  border: 1px solid;
+  border-color: var(--qwik-dark-purple);
+}
+
+.header-row {
+  background-color: var(--qwik-dark-background);
+  color: var(--qwik-dark-text);
+  font-size: large;
+
+  height: 5rem;
+}
+
+th {
+  text-wrap: wrap;
+}
\ No newline at end of file
diff --git a/cake-game/src/routes/end/End.jsx b/cake-game/src/routes/end/End.jsx
new file mode 100644
index 0000000..a1afdb3
--- /dev/null
+++ b/cake-game/src/routes/end/End.jsx
@@ -0,0 +1,92 @@
+import { useEffect, useState } from "react"; //TO DO should I use useMemo to get results and classifications
+import { useNavigate, useSearchParams } from "react-router-dom";
+
+import axios from "axios";
+
+import "./End.css";
+import ClassifierTableRow from "../../components/classifier-table-row/ClassifierTableRow";
+import StartButton from "../../components/start-button/StartButton";
+
+function End() {
+  const navigate = useNavigate();
+  const [searchParams, setSearchParams] = useSearchParams();
+
+  const [username, setUsername] = useState();
+  const [gameId, setGameId] = useState();
+
+  const [results, setResults] = useState();
+
+  useEffect(() => {
+    if (searchParams && !gameId) {
+      const user = searchParams.get("username");
+      const game = searchParams.get("game_id");
+
+      setUsername(user);
+      setGameId(game);
+
+      getGameResults(user, game);
+    }
+  }, [username, gameId]);
+
+  async function getGameResults(user, game) {
+    const gameMetadata = { username: user, game_id: game };
+
+    try {
+      const response = await axios.post(
+        ".netlify/functions/game_results",
+        gameMetadata
+      );
+
+      if (response.status !== 200) {
+        throw new Error("Unable to get game results");
+      }
+
+      const gameResults = response.data;
+      setResults(gameResults);
+    } catch (error) {
+      console.log("Unable to get game results");
+      setResults([]);
+    }
+  }
+
+  return (
+    <>
+      <section className="section bright">
+        <h1>
+          Were they <span className="highlight">(F)ake</span>?!
+        </h1>
+
+        <p>
+          Did you find the cake? Check out how you fared against our models
+          below.
+        </p>
+
+        {results && results.length > 0 ? (
+          <table>
+            <thead className="table-header">
+              <tr className="header-row">
+                <th>Image</th>
+                <th>You</th>
+                <th>MobileNet</th>
+                <th>COCO-SSD</th>
+                <th>MobileNet Transfer Classifier</th>
+                <th>Carly Model</th>
+              </tr>
+            </thead>
+            <tbody>
+              {results.map((result, index) => {
+                return <ClassifierTableRow key={index} rowNumber={index} result={result} />;
+              })}
+            </tbody>
+          </table>
+        ) : (
+          <p>No results available!</p>
+        )}
+        <p>Want to try again?</p>
+        <StartButton />
+      </section>
+    </>
+  );
+}
+
+export default End;
diff --git a/cake-game/src/routes/end/End.test.js b/cake-game/src/routes/end/End.test.js
new file mode 100644
index 0000000..42b1644
--- /dev/null
+++ b/cake-game/src/routes/end/End.test.js
@@ -0,0 +1,10 @@
+import { test, expect } from '@playwright/experimental-ct-react';
+import End from './End';
+
+test.use({ viewport: { width: 500, height: 500 } });
+
+test('should work', async ({ mount }) => {
+  const component = await mount(<End />);
+  expect(component).toBeDefined();
+  //await expect(component).toContainText('Is it (F)ake?!');
+});
\ No newline at end of file
diff --git a/cake-game/src/routes/play/Play.jsx b/cake-game/src/routes/play/Play.jsx
index 410fd8a..77efca4 100644
--- a/cake-game/src/routes/play/Play.jsx
+++ b/cake-game/src/routes/play/Play.jsx
@@ -2,6 +2,7 @@ import { useEffect, useState } from "react";
 import { useNavigate, useSearchParams } from 'react-router-dom';
 
 import axios from "axios";
+import { v4 as uuidv4 } from 'uuid';
 
 import "./Play.css";
 
@@ -9,7 +10,11 @@ function Play() {
   const navigate = useNavigate();
   const [searchParams, setSearchParams] = useSearchParams();
 
+  // UUID is 
+  const gameId = useState(uuidv4());
+
   const [username, setUsername] = useState();
+  const [imageCount, setImageCount] = useState(0);
   const [imageUrl, setImageUrl] = useState();
   const [expectedCategory, setExpectedCategory] = useState('cake');
 
@@ -45,12 +50,14 @@ function Play() {
 
   async function castVote(event) {
     const classification = {
+      game_id: gameId[0],
       username: username,
       timestamp: new Date().toISOString(),
       image_url: imageUrl,
       expected_category: expectedCategory,
       user_category: event.target.value
-    }
+    };
+
     try {
       const response = await axios.post('.netlify/functions/result', classification);
       
@@ -58,7 +65,12 @@ function Play() {
           throw new Error('Unable to get next image');
       }
       
-      await getNextRandomImage();
+      setImageCount(imageCount + 1);
+      if (imageCount < 9) {
+        await getNextRandomImage();
+      } else {
+        navigate(`/end?username=${username}&game_id=${classification.game_id}`);
+      }
     }
     catch(error) {
       console.log('Unable to get next image');
diff --git a/cake-game/src/util/elasticsearch.js b/cake-game/src/util/elasticsearch.js
index 77faaba..771637f 100644
--- a/cake-game/src/util/elasticsearch.js
+++ b/cake-game/src/util/elasticsearch.js
@@ -1,7 +1,9 @@
 import { Client } from '@elastic/elasticsearch-serverless';
 
 const classificationsIndex = 'classifications';
-const userClassificationsIndex = 'user-classifications'
+const userClassificationsIndex = 'user-classifications';
+const pipeline = 'add-classifications-to-gameplay';
+
 
 const endpoint = process.env.ELASTIC_URL || '';
 const apiKey = process.env.ELASTIC_API_KEY || '';
@@ -33,12 +35,30 @@ export async function getRandomImage() {
 
 /**
  * Adds manual classification from user gameplay to the index
- * @param { username, timestamp, imageUrl, expectedCategory, userCategory } userClassification 
+ * @param { game_id, username, timestamp, image_url, expected_category, user_category } userClassification 
  * @returns 
  */
 export async function saveUserClassification(userClassification) {
     return await client.index({
         index: userClassificationsIndex,
-        document: userClassification
+        document: userClassification,
+        pipeline: pipeline
+    });
+}
+
+/**
+ * 
+ * @param { username, game_ud} gameMetadata 
+ * @returns 
+ */
+export async function getGameResults(gameMetadata) {
+    return await client.search({
+        index: userClassificationsIndex,
+        _source: ["image_url", "user_category", "models"], 
+        query: {
+            match: {
+                game_id: gameMetadata.game_id
+            }
+        }
     });
 }
\ No newline at end of file