diff --git a/includes/Classifai/Providers/OpenAI/DallE.php b/includes/Classifai/Providers/OpenAI/DallE.php
index 0168df2fb..7a3b4a070 100644
--- a/includes/Classifai/Providers/OpenAI/DallE.php
+++ b/includes/Classifai/Providers/OpenAI/DallE.php
@@ -112,6 +112,14 @@ public function enqueue_admin_scripts( $hook_suffix = '' ) {
 			true
 		);
 
+		wp_enqueue_script(
+			'classifai-inserter-media-category',
+			CLASSIFAI_PLUGIN_URL . 'dist/inserter-media-category.js',
+			get_asset_info( 'inserter-media-category', 'dependencies' ),
+			get_asset_info( 'inserter-media-category', 'version' ),
+			true
+		);
+
 		/**
 		 * Filter the default attribution added to generated images.
 		 *
diff --git a/src/js/gutenberg-plugins/inserter-media-category.js b/src/js/gutenberg-plugins/inserter-media-category.js
new file mode 100644
index 000000000..e71921b97
--- /dev/null
+++ b/src/js/gutenberg-plugins/inserter-media-category.js
@@ -0,0 +1,67 @@
+/**
+ * Some code here was copied from Jetpack's implementation of the inserter media category.
+ * See https://github.com/Automattic/jetpack/pull/31914
+ */
+import apiFetch from '@wordpress/api-fetch';
+import { dispatch, select, subscribe } from '@wordpress/data';
+import { __ } from '@wordpress/i18n';
+import { addQueryArgs } from '@wordpress/url';
+
+const { classifaiDalleData } = window;
+
+const isInserterOpened = () =>
+	select( 'core/edit-post' )?.isInserterOpened() ||
+	select( 'core/edit-site' )?.isInserterOpened() ||
+	select( 'core/edit-widgets' )?.isInserterOpened?.();
+
+const waitFor = async ( selector ) =>
+	new Promise( ( resolve ) => {
+		const unsubscribe = subscribe( () => {
+			if ( selector() ) {
+				unsubscribe();
+				resolve();
+			}
+		} );
+	} );
+
+waitFor( isInserterOpened ).then( () =>
+	dispatch( 'core/block-editor' )?.registerInserterMediaCategory?.(
+		registerGenerateImageMediaCategory()
+	)
+);
+
+const registerGenerateImageMediaCategory = () => ( {
+	name: 'classifai-generate-image',
+	labels: {
+		name: classifaiDalleData.tabText,
+		search_items: __( 'Enter a prompt', 'classifai' ),
+	},
+	mediaType: 'image',
+	fetch: async ( { search = '' } ) => {
+		if ( ! search ) {
+			return [];
+		}
+
+		const images = await apiFetch( {
+			path: addQueryArgs( classifaiDalleData.endpoint, {
+				prompt: search,
+				format: 'b64_json',
+			} ),
+			method: 'GET',
+		} )
+			.then( ( response ) =>
+				response.map( ( item ) => ( {
+					title: search,
+					url: `data:image/png;base64,${ item.url }`,
+					previewUrl: `data:image/png;base64,${ item.url }`,
+					id: undefined,
+					alt: search,
+					caption: classifaiDalleData.caption,
+				} ) )
+			)
+			.catch( () => [] );
+
+		return images;
+	},
+	isExternalResource: true,
+} );
diff --git a/webpack.config.js b/webpack.config.js
index 10997e953..766c45322 100644
--- a/webpack.config.js
+++ b/webpack.config.js
@@ -26,6 +26,9 @@ module.exports = {
 		],
 		'post-excerpt': [ './src/js/post-excerpt/index.js' ],
 		'media-modal': [ './src/js/media-modal/index.js' ],
+		'inserter-media-category': [
+			'./src/js/gutenberg-plugins/inserter-media-category.js',
+		],
 		'generate-title-classic': [
 			'./src/js/openai/classic-editor-title-generator.js',
 		],