diff --git a/includes/Klasifai/Admin/SavePostHandler.php b/includes/Klasifai/Admin/SavePostHandler.php
index 530a13487..49f04b072 100644
--- a/includes/Klasifai/Admin/SavePostHandler.php
+++ b/includes/Klasifai/Admin/SavePostHandler.php
@@ -17,6 +17,7 @@ class SavePostHandler {
 	 */
 	public function register() {
 		add_action( 'save_post', [ $this, 'did_save_post' ] );
+		add_action( 'admin_notices', [ $this, 'show_error_if' ] );
 	}
 
 	/**
@@ -68,7 +69,14 @@ function classify( $post_id ) {
 		}
 
 		$output = $classifier->classify_and_link( $post_id );
-		//error_log( var_export( $output, true ) );
+
+		if ( is_wp_error( $output ) ) {
+			update_post_meta( $post_id, '_klasifai_error', [
+				'code'    => $output->get_error_code(),
+				'message' => $output->get_error_message(),
+			] );
+		}
+
 		return $output;
 	}
 
@@ -83,4 +91,44 @@ function get_classifier() {
 		return $this->classifier;
 	}
 
+	/**
+	 * Outputs an Admin Notice with the error message if NLU
+	 * classification had failed earlier.
+	 */
+	function show_error_if() {
+		global $post;
+
+		if ( empty( $post ) ) {
+			return;
+		}
+
+		$post_id = $post->ID;
+
+		if ( empty( $post_id ) ) {
+			return;
+		}
+
+		$error = get_post_meta( $post_id, '_klasifai_error', true );
+
+		if ( ! empty( $error ) ) {
+			delete_post_meta( $post_id, '_klasifai_error' );
+
+			$code    = ! empty( $error['code'] ) ? $error['code'] : 500;
+			$message = ! empty( $error['message'] ) ? $error['message'] : 'Unknown NLU API error';
+
+		?>
+		<div class="notice notice-error is-dismissible">
+			<p>
+				Error: Failed to classify content with the IBM Watson NLU API.
+			</p>
+			<p>
+				<?php echo esc_html( $code ); ?>
+				-
+				<?php echo esc_html( $message ); ?>
+			</p>
+		</div>
+		<?php
+		}
+	}
+
 }
diff --git a/includes/Klasifai/Command/KlasifaiCommand.php b/includes/Klasifai/Command/KlasifaiCommand.php
index 0b717dfb8..c1fbdacfa 100644
--- a/includes/Klasifai/Command/KlasifaiCommand.php
+++ b/includes/Klasifai/Command/KlasifaiCommand.php
@@ -93,7 +93,7 @@ public function post( $args = [], $opts = [] ) {
 			\WP_CLI::success( "Classified $total_success posts, $total_errors errors." );
 
 			foreach ( $errors as $post_id => $error ) {
-				\WP_CLI::log( $post_id . ': ' . $error->get_error_message() );
+				\WP_CLI::log( $post_id . ': ' . $error->get_error_code() . ' - ' . $error->get_error_message() );
 			}
 		} else {
 			\WP_CLI::log( 'No posts to classify.' );
diff --git a/includes/Klasifai/Watson/APIRequest.php b/includes/Klasifai/Watson/APIRequest.php
index 7f4ae2c5f..fd2318aaf 100644
--- a/includes/Klasifai/Watson/APIRequest.php
+++ b/includes/Klasifai/Watson/APIRequest.php
@@ -72,7 +72,11 @@ function get_result( $response ) {
 			$json = json_decode( $body, true );
 
 			if ( json_last_error() === JSON_ERROR_NONE ) {
-				return $json;
+				if ( empty( $json['error'] ) ) {
+					return $json;
+				} else {
+					return new \WP_Error( $json['code'], $json['error'] );
+				}
 			} else {
 				return new \WP_Error( 'Invalid JSON: ' . json_last_error_msg(), $body );
 			}