diff --git a/packages/components/src/radio-control/README.md b/packages/components/src/radio-control/README.md
index 5d7204ef627be3..095cfcdff9137a 100644
--- a/packages/components/src/radio-control/README.md
+++ b/packages/components/src/radio-control/README.md
@@ -104,7 +104,8 @@ A function that receives the value of the new option that is being selected as i
 
 An array of objects containing the value and label of the options.
 
--   `label`: `string` The label to be shown to the user.
+-   `label`: `string` | `React.ReactElement` The label to be shown to the user. When the label is not a string, make sure that the element is accessibly labeled.
+- ```
 -   `value`: `string` The internal value compared against select and passed to onChange.
 
 *   Required: No
diff --git a/packages/components/src/radio-control/stories/index.story.tsx b/packages/components/src/radio-control/stories/index.story.tsx
index dae00e57962f47..73123aa9560e17 100644
--- a/packages/components/src/radio-control/stories/index.story.tsx
+++ b/packages/components/src/radio-control/stories/index.story.tsx
@@ -6,12 +6,14 @@ import type { Meta, StoryFn } from '@storybook/react';
 /**
  * WordPress dependencies
  */
+import { starFilled } from '@wordpress/icons';
 import { useState } from '@wordpress/element';
 
 /**
  * Internal dependencies
  */
 import RadioControl from '..';
+import Icon from '../../icon';
 
 const meta: Meta< typeof RadioControl > = {
 	component: RadioControl,
@@ -91,3 +93,41 @@ WithOptionDescriptions.args = {
 		},
 	],
 };
+
+/**
+ * When the label is not a string,
+ * make sure that the element is accessibly labeled.
+ */
+export const WithComponentLabels: StoryFn< typeof RadioControl > =
+	Template.bind( {} );
+
+function Rating( {
+	stars,
+	...restProps
+}: { stars: number } & JSX.IntrinsicElements[ 'div' ] ) {
+	return (
+		<div style={ { display: 'flex' } } { ...restProps }>
+			{ Array.from( { length: stars }, ( _, index ) => (
+				<Icon key={ index } icon={ starFilled } />
+			) ) }
+		</div>
+	);
+}
+
+WithComponentLabels.args = {
+	label: 'Rating',
+	options: [
+		{
+			label: <Rating stars={ 3 } aria-label="Three Stars" />,
+			value: '3',
+		},
+		{
+			label: <Rating stars={ 2 } aria-label="Two Stars" />,
+			value: '2',
+		},
+		{
+			label: <Rating stars={ 1 } aria-label="One Star" />,
+			value: '1',
+		},
+	],
+};
diff --git a/packages/components/src/radio-control/types.ts b/packages/components/src/radio-control/types.ts
index d1c3aa40d96481..be42504d91c0aa 100644
--- a/packages/components/src/radio-control/types.ts
+++ b/packages/components/src/radio-control/types.ts
@@ -17,9 +17,11 @@ export type RadioControlProps = Pick<
 	 */
 	options?: {
 		/**
-		 * The label to be shown to the user
+		 * The label to be shown to the user.
+		 *
+		 * When the label is not a string, make sure that the element is accessibly labeled.
 		 */
-		label: string;
+		label: string | React.ReactElement;
 		/**
 		 * The internal value compared against select and passed to onChange
 		 */