diff --git a/.github/actions/ai-generated-release-notes/determine-category.js b/.github/actions/ai-generated-release-notes/determine-category.js
index 9ee8eb97bd..fef54d77c4 100755
--- a/.github/actions/ai-generated-release-notes/determine-category.js
+++ b/.github/actions/ai-generated-release-notes/determine-category.js
@@ -33,11 +33,11 @@ try {
       {
         role: 'system',
         content:
-          'You are categorizing pull requests for release notes. You must respond with exactly one of these categories: "Features", "Enhancements", "Bugfix", or "Maintenance". No other text or explanation.',
+          'You are categorizing pull requests for release notes. You must respond with exactly one of these categories: "Features", "Enhancements", "Bugfixes", or "Maintenance". No other text or explanation.',
       },
       {
         role: 'user',
-        content: `PR Title: ${prDetails.title}\n\nGenerated Summary: ${summaryData.summary}\n\nCodeRabbit Analysis:\n${commentBody}\n\nCategories:\n- Features: New functionality or capabilities\n- Bugfix: Fixes for broken or incorrect behavior\n- Enhancements: Improvements to existing functionality\n- Maintenance: Code cleanup, refactoring, dependencies, etc.\n\nWhat category does this PR belong to?`,
+        content: `PR Title: ${prDetails.title}\n\nGenerated Summary: ${summaryData.summary}\n\nCodeRabbit Analysis:\n${commentBody}\n\nCategories:\n- Features: New functionality or capabilities\n- Bugfixes: Fixes for broken or incorrect behavior\n- Enhancements: Improvements to existing functionality\n- Maintenance: Code cleanup, refactoring, dependencies, etc.\n\nWhat category does this PR belong to?`,
       },
     ],
     max_tokens: 10,
@@ -86,7 +86,7 @@ try {
         // Validate the category response
         const validCategories = [
           'Features',
-          'Bugfix',
+          'Bugfixes',
           'Enhancements',
           'Maintenance',
         ];
diff --git a/bin/release-note-generator.ts b/bin/release-note-generator.ts
index 5b36af94c8..b23e0fd023 100644
--- a/bin/release-note-generator.ts
+++ b/bin/release-note-generator.ts
@@ -37,7 +37,7 @@ async function run() {
       choices: [
         { title: '✨ Features', value: 'Features' },
         { title: '👍 Enhancements', value: 'Enhancements' },
-        { title: '🐛 Bugfix', value: 'Bugfix' },
+        { title: '🐛 Bugfixes', value: 'Bugfixes' },
         { title: '⚙️  Maintenance', value: 'Maintenance' },
       ],
     },
diff --git a/upcoming-release-notes/6707.md b/upcoming-release-notes/6707.md
new file mode 100644
index 0000000000..72779ade5a
--- /dev/null
+++ b/upcoming-release-notes/6707.md
@@ -0,0 +1,6 @@
+---
+category: Maintenance
+authors: [jfdoming]
+---
+
+Update release notes category from 'Bugfix' to 'Bugfixes' for consistency.