diff --git a/examples/react-web/src/tic-tac-toe/advanced-ai.js b/examples/react-web/src/tic-tac-toe/advanced-ai.js
new file mode 100644
index 000000000..89cde9741
--- /dev/null
+++ b/examples/react-web/src/tic-tac-toe/advanced-ai.js
@@ -0,0 +1,115 @@
+/*
+ * Copyright 2017 The boardgame.io Authors.
+ *
+ * Use of this source code is governed by a MIT-style
+ * license that can be found in the LICENSE file or at
+ * https://opensource.org/licenses/MIT.
+ */
+
+import React, { useEffect, useState } from 'react';
+import { Client as PlainJSClient } from 'boardgame.io/client';
+import { Client } from 'boardgame.io/react';
+import { Local } from 'boardgame.io/multiplayer';
+import { MCTSBot, Step } from 'boardgame.io/ai';
+import TicTacToe from './game';
+import Board from './board';
+
+const App = Client({
+  game: TicTacToe,
+  board: Board,
+  debug: false,
+  // Use Local transport for communication with bots.
+  multiplayer: Local(),
+});
+
+/**
+ * Component that controls and runs a custom bot instance.
+ */
+const BotControls = ({ playerID, matchID }) => {
+  const difficulties = {
+    easy: {
+      iterations: 1,
+      playoutDepth: 1,
+    },
+    hard: {
+      iterations: 1000,
+      playoutDepth: 50,
+    },
+  };
+  const [difficulty, setDifficulty] = useState('easy');
+  const [client, setClient] = useState();
+
+  // Create a plain Javascript boardgame.io client on mount.
+  useEffect(() => {
+    const newClient = PlainJSClient({
+      game: TicTacToe,
+      debug: false,
+      multiplayer: Local(),
+      matchID,
+      playerID,
+    });
+    newClient.start();
+    setClient(newClient);
+    // Clean up client on unmount.
+    return () => newClient.stop();
+  }, []);
+
+  // Update the client subscription when bot difficulty changes.
+  useEffect(() => {
+    if (!client) return;
+    // Subscribe to the client with a function that will run AI on a bot
+    // player’s turn.
+    return client.subscribe(state => {
+      if (!state) return;
+      if (state.ctx.currentPlayer === playerID) {
+        const { iterations, playoutDepth } = difficulties[difficulty];
+        const bot = new MCTSBot({
+          game: TicTacToe,
+          enumerate: TicTacToe.ai.enumerate,
+          iterations,
+          playoutDepth,
+        });
+        // Delay AI stepping by a tick to allow React to render before the
+        // main thread gets blocked by AI iterations.
+        setTimeout(() => Step(client, bot), 0);
+      }
+    });
+  }, [client, difficulty]);
+
+  // Render AI difficulty toggle buttons.
+  return (
+    <p>
+      AI Difficulty:{' '}
+      <button
+        onClick={() => setDifficulty('easy')}
+        disabled={difficulty === 'easy'}
+      >
+        Easy
+      </button>
+      <button
+        onClick={() => setDifficulty('hard')}
+        disabled={difficulty === 'hard'}
+      >
+        Hard
+      </button>
+    </p>
+  );
+};
+
+const AdvancedAI = () => {
+  return (
+    <div>
+      <h1>Advanced AI</h1>
+      <p className="warn">
+        This example shows how to use a custom bot instance to play against a
+        local player.
+        <br />
+        In the future, this will be made much simpler!
+      </p>
+      <App playerID="0" matchID="advanced-ai" />
+      <BotControls playerID="1" matchID="advanced-ai" />
+    </div>
+  );
+};
+
+export default AdvancedAI;
diff --git a/examples/react-web/src/tic-tac-toe/bots.js b/examples/react-web/src/tic-tac-toe/bots.js
new file mode 100644
index 000000000..025f42a92
--- /dev/null
+++ b/examples/react-web/src/tic-tac-toe/bots.js
@@ -0,0 +1,34 @@
+/*
+ * Copyright 2017 The boardgame.io Authors.
+ *
+ * Use of this source code is governed by a MIT-style
+ * license that can be found in the LICENSE file or at
+ * https://opensource.org/licenses/MIT.
+ */
+
+import React from 'react';
+import { Client } from 'boardgame.io/react';
+import { Local } from 'boardgame.io/multiplayer';
+import { MCTSBot } from 'boardgame.io/ai';
+import TicTacToe from './game';
+import Board from './board';
+
+const App = Client({
+  game: TicTacToe,
+  board: Board,
+  debug: false,
+  multiplayer: Local({
+    bots: {
+      '1': MCTSBot,
+    },
+  }),
+});
+
+const Bots = () => (
+  <div>
+    <h1>Singleplayer vs AI</h1>
+    <App playerID="0" matchID="single-vs-ai" />
+  </div>
+);
+
+export default Bots;
diff --git a/examples/react-web/src/tic-tac-toe/index.js b/examples/react-web/src/tic-tac-toe/index.js
index fdc97be2a..563582cd2 100644
--- a/examples/react-web/src/tic-tac-toe/index.js
+++ b/examples/react-web/src/tic-tac-toe/index.js
@@ -10,6 +10,8 @@ import Singleplayer from './singleplayer';
 import Multiplayer from './multiplayer';
 import Spectator from './spectator';
 import Authenticated from './authenticated';
+import Bots from './bots';
+import AdvancedAI from './advanced-ai';
 
 const routes = [
   {
@@ -32,6 +34,16 @@ const routes = [
     text: 'Spectator',
     component: Spectator,
   },
+  {
+    path: '/bots',
+    text: 'Singleplayer vs AI',
+    component: Bots,
+  },
+  {
+    path: '/advanced-ai',
+    text: 'Advanced AI',
+    component: AdvancedAI,
+  },
 ];
 
 export default { routes };