diff --git a/plugins/speculation-rules/hooks.php b/plugins/speculation-rules/hooks.php
index fa478b9843..43bf5f1b9b 100644
--- a/plugins/speculation-rules/hooks.php
+++ b/plugins/speculation-rules/hooks.php
@@ -38,3 +38,21 @@ function plsr_render_generator_meta_tag(): void {
 	echo '<meta name="generator" content="speculation-rules ' . esc_attr( SPECULATION_RULES_VERSION ) . '">' . "\n";
 }
 add_action( 'wp_head', 'plsr_render_generator_meta_tag' );
+
+/**
+ * Load the predict.js script which will uses on-device AI to predict links users are most likely to visit for prerendering.
+ *
+ * @since n.e.x.t
+ */
+function plsr_load_predict_script(): void {
+	wp_enqueue_script(
+		'plsr-predict',
+		plugin_dir_url( __FILE__ ) . 'predict.js', // @todo switch to build version.
+		array(),
+		SPECULATION_RULES_VERSION,
+		array(
+			'strategy' => 'defer',
+		)
+	);
+}
+add_action( 'wp_enqueue_scripts', 'plsr_load_predict_script' );
diff --git a/plugins/speculation-rules/predict.js b/plugins/speculation-rules/predict.js
new file mode 100644
index 0000000000..3e1306032a
--- /dev/null
+++ b/plugins/speculation-rules/predict.js
@@ -0,0 +1,97 @@
+( async () => {
+	// Start the AI engine.
+	// eslint-disable-next-line no-console -- For testing only.
+	console.log( 'Starting...' );
+
+	async function predictLinks() {
+		const session = await window.ai.assistant.create();
+
+		const body = document.getElementsByTagName( 'body' )[ 0 ].innerHTML;
+
+		//const prompt = `Predict the five links users are most likely to visit on this page, returning ONLY the 5 full urls as a JSON object: ${ body }`;
+		// const prompt = `Given a web page's HTML, find the links and predict which is most likely to be clicked by a user. Return the top 5 links as a JSON object. Only return the JSON object as your complete answer. Here is the HTML: ${ body }`;
+		const prompt = `In order to prerender links so users get instant navigations, can you predict the three links users are most likely to visit on this page, returning ONLY the 3 full urls as a JSON object in the format ['url','url2','url3']. Here is the HTML: ${ body }`;
+
+		// eslint-disable-next-line no-console -- For testing only.
+		console.log( `The size of the prompt is ${ prompt.length }.` );
+
+		let result = false;
+		try {
+			result = await session.prompt( prompt );
+		} catch ( error ) {
+			// eslint-disable-next-line no-console -- For testing only.
+			console.error( error );
+			return;
+		}
+
+		if ( ! result ) {
+			// eslint-disable-next-line no-console -- For testing only.
+			console.log( 'No result.' );
+			return;
+		}
+
+		// Log result so far
+		// eslint-disable-next-line no-console -- For testing only.
+		console.log( result );
+
+		// Grab everything after "Output:" or "```json" strings etc...
+		const output =
+			result.split( 'Output:' )[ 1 ] ||
+			result.split( '```json' )[ 1 ] ||
+			result.split( 'Answer:' )[ 1 ] ||
+			result.split( 'Solution:' )[ 1 ];
+
+		// If there is no output, return.
+		if ( ! output ) {
+			// eslint-disable-next-line no-console -- For testing only.
+			console.log( 'No output.' );
+			return;
+		}
+
+		// Remove  the two "```" formatting strings.
+		result = output.replace( /```JSON/g, '' );
+		result = output.replace( /```/g, '' );
+
+		// Remove any newlines.
+		result = result.replace( /\n/g, '' );
+
+		// Remove any whitespace.
+		result = result.replace( / /g, '' );
+
+		// eslint-disable-next-line no-console -- For testing only.
+		console.log( result );
+
+		// Add a prerender link for each URL using the Speculation Rules API
+		const resultData = JSON.parse( result );
+
+		for ( const link of resultData.links ) {
+			// eslint-disable-next-line no-console -- For testing only.
+			console.log( `Link: ${ link }` );
+			/**
+			 * Add speculation rules API prerendering.
+			 *
+			 * It will be something like this:
+			 *
+			 * <script type="speculationrules">
+			 * 		{
+			 * 			"prerender": [
+			 * 			{
+			 * 				"where": { "href_matches": "URL" },
+			 * 				"eagerness": "moderate"
+			 * 			}]
+			 * 		}
+			 * 	</script>
+			 */
+			const prerenderLink = document.createElement( 'link' );
+			prerenderLink.type = 'speculationrules';
+			const rules =
+				'{ "prerender": [ { "where": { "href_matches": "URL" }, "eagerness": "moderate" }] }';
+			prerenderLink.textContent = rules.replace( 'URL', link.href );
+			document.head.appendChild( prerenderLink );
+
+			// eslint-disable-next-line no-console -- For testing only.
+			console.log( `Prerendering link: ${ link }` );
+		}
+	}
+	await predictLinks();
+} )();