diff --git a/projects/packages/jetpack-mu-wpcom/changelog/update-woa-actual-site-visibility b/projects/packages/jetpack-mu-wpcom/changelog/update-woa-actual-site-visibility
new file mode 100644
index 0000000000000..613308906d01e
--- /dev/null
+++ b/projects/packages/jetpack-mu-wpcom/changelog/update-woa-actual-site-visibility
@@ -0,0 +1,4 @@
+Significance: patch
+Type: changed
+
+Atomic sites: Display site visibility in wp-admin settings based on the privacy model instead of the 'blog_public' option value.
diff --git a/projects/packages/jetpack-mu-wpcom/src/features/replace-site-visibility/replace-site-visibility.php b/projects/packages/jetpack-mu-wpcom/src/features/replace-site-visibility/replace-site-visibility.php
index ea60154e817d0..9a71249c2772e 100644
--- a/projects/packages/jetpack-mu-wpcom/src/features/replace-site-visibility/replace-site-visibility.php
+++ b/projects/packages/jetpack-mu-wpcom/src/features/replace-site-visibility/replace-site-visibility.php
@@ -6,6 +6,7 @@
  */
 
 use Automattic\Jetpack\Connection\Client;
+use Automattic\Jetpack\Status\Host;
 
 /**
  * Load dependencies.
@@ -107,25 +108,32 @@ function wpcom_get_site_preview_link() {
 function replace_site_visibility_load_assets() {
 	$handle = jetpack_mu_wpcom_enqueue_assets( 'wpcom-replace-site-visibility', array( 'js', 'css' ) );
 
-	$data = wp_json_encode(
-		array(
-			'homeUrl'                => home_url( '/' ),
-			'siteTitle'              => bloginfo( 'name' ),
-			'isWpcomStagingSite'     => (bool) get_option( 'wpcom_is_staging_site' ),
-			'isUnlaunchedSite'       => get_option( 'launch-status' ) === 'unlaunched',
-			'hasSitePreviewLink'     => function_exists( 'wpcom_site_has_feature' ) && wpcom_site_has_feature( \WPCOM_Features::SITE_PREVIEW_LINKS ),
-			'sitePreviewLink'        => wpcom_get_site_preview_link(),
-			'sitePreviewLinkNonce'   => wp_create_nonce( 'wpcom_site_visibility_site_preview_link' ),
-			'blogPublic'             => get_option( 'blog_public' ),
-			'wpcomComingSoon'        => get_option( 'wpcom_coming_soon' ),
-			'wpcomPublicComingSoon'  => get_option( 'wpcom_public_coming_soon' ),
-			'wpcomDataSharingOptOut' => (bool) get_option( 'wpcom_data_sharing_opt_out' ),
-		)
+	$data = array(
+		'homeUrl'                => home_url( '/' ),
+		'siteTitle'              => get_bloginfo( 'name' ),
+		'isWpcomStagingSite'     => (bool) get_option( 'wpcom_is_staging_site' ),
+		'isUnlaunchedSite'       => get_option( 'launch-status' ) === 'unlaunched',
+		'hasSitePreviewLink'     => function_exists( 'wpcom_site_has_feature' ) && wpcom_site_has_feature( \WPCOM_Features::SITE_PREVIEW_LINKS ),
+		'sitePreviewLink'        => wpcom_get_site_preview_link(),
+		'sitePreviewLinkNonce'   => wp_create_nonce( 'wpcom_site_visibility_site_preview_link' ),
+		'blogPublic'             => get_option( 'blog_public' ),
+		'wpcomComingSoon'        => get_option( 'wpcom_coming_soon' ),
+		'wpcomPublicComingSoon'  => get_option( 'wpcom_public_coming_soon' ),
+		'wpcomDataSharingOptOut' => (bool) get_option( 'wpcom_data_sharing_opt_out' ),
 	);
 
+	// If the site is launched, replace the option value with the actual site visibility.
+	if ( ( new Host() )->is_woa_site() && function_exists( '\Private_Site\site_is_private' )
+		&& ! $data['isUnlaunchedSite'] && ! $data['wpcomPublicComingSoon'] && ! $data['wpcomComingSoon'] && (string) $data['blogPublic'] !== '0'
+	) {
+		// @phan-suppress-next-line PhanUndeclaredFunction
+		$data['blogPublic'] = \Private_Site\site_is_private() ? '-1' : '1';
+	}
+
+	$encoded_data = wp_json_encode( $data );
 	wp_add_inline_script(
 		$handle,
-		"var JETPACK_MU_WPCOM_SITE_VISIBILITY = $data;",
+		"var JETPACK_MU_WPCOM_SITE_VISIBILITY = $encoded_data;",
 		'before'
 	);
 }