diff --git a/.github/workflows/ci_cd.yml b/.github/workflows/ci_cd.yml
index f630d857a..d940805e9 100644
--- a/.github/workflows/ci_cd.yml
+++ b/.github/workflows/ci_cd.yml
@@ -55,6 +55,7 @@ jobs:
         uses: ansys/actions/doc-style@v5
         with:
           token: ${{ secrets.GITHUB_TOKEN }}
+          vale-version: "3.1.0"
 
   smoke-tests:
     name: Build and Smoke tests
diff --git a/CHANGELOG.md b/CHANGELOG.md
index fe8f02172..87bc0ed0e 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -13,7 +13,8 @@ This document follows the conventions laid out in [Keep a CHANGELOG](https://kee
 - Add logo for dark theme ([#601](https://github.com/ansys/pymechanical/pull/601))
 
 ### Changed
- - Update ``pre-commit`` ([#610](https://github.com/ansys/pymechanical/pull/610))
+- Update ``pre-commit`` ([#610](https://github.com/ansys/pymechanical/pull/610))
+- Update vale version to 3.1.0 ([#613](https://github.com/ansys/pymechanical/pull/613))
 
 ### Dependencies
 - Bump `plotly` from 5.18.0 to 5.19.0 ([#605](https://github.com/ansys/pymechanical/pull/605))
diff --git a/doc/.vale.ini b/doc/.vale.ini
index 8a6c41b8d..dde25999e 100644
--- a/doc/.vale.ini
+++ b/doc/.vale.ini
@@ -25,6 +25,7 @@ Vocab = ANSYS
 # Apply the following styles
 [*.{rst}]
 BasedOnStyles = Vale, Google
+Vale.Terms = NO
 
 # By default, `class` and `func` are ignored
 TokenIgnores = (:class:`.*`|:func:`.*`)
diff --git a/doc/styles/.gitignore b/doc/styles/.gitignore
index 080f12aa4..f98a973cd 100644
--- a/doc/styles/.gitignore
+++ b/doc/styles/.gitignore
@@ -1,4 +1,4 @@
 *
-!Vocab
-!Vocab/**
+!vocabularies
+!vocabularies/**
 !.gitignore
\ No newline at end of file
diff --git a/doc/styles/Vocab/ANSYS/accept.txt b/doc/styles/config/vocabularies/ANSYS/accept.txt
similarity index 100%
rename from doc/styles/Vocab/ANSYS/accept.txt
rename to doc/styles/config/vocabularies/ANSYS/accept.txt
diff --git a/doc/styles/Vocab/ANSYS/reject.txt b/doc/styles/config/vocabularies/ANSYS/reject.txt
similarity index 100%
rename from doc/styles/Vocab/ANSYS/reject.txt
rename to doc/styles/config/vocabularies/ANSYS/reject.txt