diff --git a/.github/workflows/docs-gb-update-file-references.yaml b/.github/workflows/docs-gb-update-file-references.yaml
new file mode 100644
index 0000000000..654ff991b6
--- /dev/null
+++ b/.github/workflows/docs-gb-update-file-references.yaml
@@ -0,0 +1,32 @@
+name: docs-gb-update-file-references
+
+on:
+  pull_request:
+    branches:
+      - 'release-**'
+    types:
+      - opened
+      - reopened
+      - edited
+
+jobs:
+  update-docs-gb-file-references:
+    # if: github.repository == 'SeldonIO/seldon-core' # Do not run this on forks.
+    runs-on: ubuntu-latest
+    permissions:
+      pull-requests: read
+      contents: write
+    steps:
+      - name: Setup repository
+        uses: actions/checkout@v4
+        with:
+          ref: ${{ github.head_ref }}
+      - run: |
+          make docs-gb-update-file-references
+          git config user.name "github-actions[bot]"
+          git config user.email "41898282+github-actions[bot]@users.noreply.github.com"
+          git add .
+          git commit -m "Update file references in docs"
+          git push
+        env:
+          RELEASE_BRANCH_REF: ${{ github.base_ref }}
diff --git a/hack/update_references.py b/hack/update_references.py
new file mode 100644
index 0000000000..608aa4bc64
--- /dev/null
+++ b/hack/update_references.py
@@ -0,0 +1,78 @@
+import os
+import re
+import subprocess
+from typing import List, Tuple
+
+def get_markdown_files(directory: str) -> List[str]:
+    """
+    Recursively find all markdown files in the given directory and all sub-directories.
+    """
+    markdown_files = []
+    for root, _, files in os.walk(directory):
+        for file in files:
+            if file.endswith('.md'):
+                markdown_files.append(os.path.join(root, file))
+    return markdown_files
+
+def get_current_git_tag() -> str:
+    return subprocess.check_output(
+        ['git', 'describe', '--tags', '--abbrev=0']
+    ).decode('utf-8').strip()
+
+def get_target_git_branch() -> str:
+    head_name = subprocess.check_output(
+        ['git', 'rev-parse', '--abbrev-ref HEAD']
+    ).decode('utf-8').strip()
+    return os.environ.get('RELEASE_BRANCH_REF', head_name)
+
+def update_urls(content: str, new_version: str) -> Tuple[str, int]:
+    """
+    Update URLs in the content with the new version.
+    Returns the updated content and the number of replacements made.
+    """
+    pattern = r'(https://github\.com/SeldonIO/seldon-core/blob/v)(\d+(?:\.\d+)*)(/.+)'
+
+    def replace_version(match):
+        prefix = match.group(1)
+        old_version = match.group(2)
+        suffix = match.group(3)
+        return f"{prefix}{new_version[1:]}{suffix}"
+
+    updated_content, count = re.subn(pattern, replace_version, content)
+    return updated_content, count
+
+def process_file(file_path: str, new_version: str) -> int:
+    """
+    Process a single markdown file, updating URLs if necessary.
+    Returns the number of replacements made.
+    """
+    with open(file_path, 'r') as file:
+        content = file.read()
+
+    updated_content, count = update_urls(content, new_version)
+
+    if count > 0:
+        with open(file_path, 'w') as file:
+            file.write(updated_content)
+
+    return count
+
+def main():
+    codebase_dir = './docs-gb'  # GitBook directory, change if needed
+    new_version = get_target_git_branch()
+
+    markdown_files = get_markdown_files(codebase_dir)
+    total_replacements = 0
+
+    for file_path in markdown_files:
+        replacements = process_file(file_path, new_version)
+        if replacements > 0:
+            print(f"Updated {replacements} URL(s) in {file_path}")
+            total_replacements += replacements
+
+    print(f"\nTotal replacements made: {total_replacements}")
+    print(f"New version: {new_version}")
+
+if __name__ == "__main__":
+    main()
+