diff --git a/src/js/settings/components/feature-additional-settings/classification-previewers/ibm-watson-nlu.js b/src/js/settings/components/feature-additional-settings/classification-previewers/ibm-watson-nlu.js
index 4c5af18db..37609ff47 100644
--- a/src/js/settings/components/feature-additional-settings/classification-previewers/ibm-watson-nlu.js
+++ b/src/js/settings/components/feature-additional-settings/classification-previewers/ibm-watson-nlu.js
@@ -112,7 +112,7 @@ export function IBMWatsonNLUResults( { postId } ) {
 			const scoreClass =
 				score >= threshold
 					? 'classifai__classification-previewer-result-tag--exceeds-threshold'
-					: '';
+					: 'classifai__classification-previewer-result-tag--below-threshold';
 
 			return (
 				<div
diff --git a/src/js/settings/components/feature-additional-settings/classification-previewers/openai-embedding.js b/src/js/settings/components/feature-additional-settings/classification-previewers/openai-embedding.js
index 60905a0ec..7ecc01ab1 100644
--- a/src/js/settings/components/feature-additional-settings/classification-previewers/openai-embedding.js
+++ b/src/js/settings/components/feature-additional-settings/classification-previewers/openai-embedding.js
@@ -93,7 +93,7 @@ export function AzureOpenAIEmbeddingsResults( { postId } ) {
 			const scoreClass =
 				score >= threshold
 					? 'classifai__classification-previewer-result-tag--exceeds-threshold'
-					: '';
+					: 'classifai__classification-previewer-result-tag--below-threshold';
 
 			return (
 				<div
diff --git a/src/scss/settings.scss b/src/scss/settings.scss
index a9d99e873..dfb70fccf 100644
--- a/src/scss/settings.scss
+++ b/src/scss/settings.scss
@@ -623,6 +623,21 @@
 	}
 }
 
+.classifai__classification-previewer-result-tag--below-threshold {
+	border-color: #e74c3c;
+	font-weight: bold;
+
+	.classifai__classification-previewer-result-tag-score {
+		color: #f1f1f1;
+		background-color: #e74c3c;
+		border-right: 1px solid #e74c3c;
+	}
+
+	.classifai__classification-previewer-result-tag-label {
+		color: #e74c3c;
+	}
+}
+
 .components-button.classifai__classification-previewer-close-button.is-link {
 	position: relative;
 	margin: 0 auto;