diff --git a/.github/workflows/build_main_documentation.yml b/.github/workflows/build_main_documentation.yml
index b35a7a74a6..e82043be98 100644
--- a/.github/workflows/build_main_documentation.yml
+++ b/.github/workflows/build_main_documentation.yml
@@ -44,6 +44,11 @@ jobs:
           repository: 'huggingface/optimum-intel'
           path: optimum-intel
 
+      - uses: actions/checkout@v2
+        with:
+          repository: 'huggingface/optimum-furiosa'
+          path: optimum-furiosa
+
       - name: Set environment variables
         run: |
           cd optimum
@@ -76,6 +81,7 @@ jobs:
 
       - name: Make Habana documentation
         run: |
+          sudo docker system prune -a -f
           cd optimum-habana
           make doc BUILD_DIR=habana-doc-build VERSION=${{ env.VERSION }}
           sudo mv habana-doc-build ../optimum
@@ -83,11 +89,33 @@ jobs:
 
       - name: Make Intel documentation
         run: |
+          sudo docker system prune -a -f
           cd optimum-intel
           make doc BUILD_DIR=intel-doc-build VERSION=${{ env.VERSION }}
           sudo mv intel-doc-build ../optimum
           cd ..
 
+      - name: Make Furiosa documentation
+        run: |
+          cd optimum-furiosa
+          pip install .
+          sudo apt update
+          sudo apt install -y ca-certificates apt-transport-https gnupg
+          sudo apt-key adv --keyserver keyserver.ubuntu.com --recv-key 5F03AFA423A751913F249259814F888B20B09A7E
+          sudo tee -a /etc/apt/auth.conf.d/furiosa.conf > /dev/null <<EOT
+            machine archive.furiosa.ai
+            login ${{ secrets.FURIOSA_ACCESS_KEY }}
+            password ${{ secrets.FURIOSA_SECRET_ACCESS_KEY }}
+          EOT
+          sudo chmod 400 /etc/apt/auth.conf.d/furiosa.conf
+          sudo tee -a /etc/apt/sources.list.d/furiosa.list <<EOT
+            deb [arch=amd64] https://archive.furiosa.ai/ubuntu jammy restricted
+          EOT
+          sudo apt update && sudo apt install -y furiosa-libnux
+          doc-builder build optimum.furiosa docs/source/ --build_dir furiosa-doc-build --version pr_$PR_NUMBER --version_tag_suffix "" --html --clean
+          mv furiosa-doc-build ../optimum
+          cd ..
+
       - name: Make Optimum documentation
         run: |
           sudo docker system prune -a -f
@@ -101,7 +129,7 @@ jobs:
       - name: Combine subpackage documentation
         run: |
           cd optimum
-          sudo python docs/combine_docs.py --subpackages graphcore habana intel neuron --version ${{ env.VERSION }}
+          sudo python docs/combine_docs.py --subpackages graphcore habana intel neuron furiosa --version ${{ env.VERSION }}
           cd ..
 
       - name: Push to repositories
diff --git a/.github/workflows/build_pr_documentation.yml b/.github/workflows/build_pr_documentation.yml
index 1968249f44..62d796a7a3 100644
--- a/.github/workflows/build_pr_documentation.yml
+++ b/.github/workflows/build_pr_documentation.yml
@@ -43,6 +43,11 @@ jobs:
           repository: 'huggingface/optimum-intel'
           path: optimum-intel
 
+      - uses: actions/checkout@v2
+        with:
+          repository: 'huggingface/optimum-furiosa'
+          path: optimum-furiosa
+
       - name: Setup environment
         run: |
           pip uninstall -y doc-builder
@@ -61,6 +66,7 @@ jobs:
 
       - name: Make Habana documentation
         run: |
+          sudo docker system prune -a -f
           cd optimum-habana
           make doc BUILD_DIR=habana-doc-build VERSION=pr_$PR_NUMBER
           sudo mv habana-doc-build ../optimum
@@ -68,11 +74,33 @@ jobs:
 
       - name: Make Intel documentation
         run: |
+          sudo docker system prune -a -f
           cd optimum-intel
           make doc BUILD_DIR=intel-doc-build VERSION=pr_$PR_NUMBER
           sudo mv intel-doc-build ../optimum
           cd ..
 
+      - name: Make Furiosa documentation
+        run: |
+          cd optimum-furiosa
+          pip install .
+          sudo apt update
+          sudo apt install -y ca-certificates apt-transport-https gnupg
+          sudo apt-key adv --keyserver keyserver.ubuntu.com --recv-key 5F03AFA423A751913F249259814F888B20B09A7E
+          sudo tee -a /etc/apt/auth.conf.d/furiosa.conf > /dev/null <<EOT
+            machine archive.furiosa.ai
+            login ${{ secrets.FURIOSA_ACCESS_KEY }}
+            password ${{ secrets.FURIOSA_SECRET_ACCESS_KEY }}
+          EOT
+          sudo chmod 400 /etc/apt/auth.conf.d/furiosa.conf
+          sudo tee -a /etc/apt/sources.list.d/furiosa.list <<EOT
+            deb [arch=amd64] https://archive.furiosa.ai/ubuntu jammy restricted
+          EOT
+          sudo apt update && sudo apt install -y furiosa-libnux
+          doc-builder build optimum.furiosa docs/source/ --build_dir furiosa-doc-build --version pr_$PR_NUMBER --version_tag_suffix "" --html --clean
+          mv furiosa-doc-build ../optimum
+          cd ..
+
       - name: Make Optimum documentation
         run: |
           sudo docker system prune -a -f
@@ -83,7 +111,7 @@ jobs:
       - name: Combine subpackage documentation
         run: |
           cd optimum
-          sudo python docs/combine_docs.py --subpackages graphcore habana intel neuron --version pr_$PR_NUMBER
+          sudo python docs/combine_docs.py --subpackages graphcore habana intel neuron furiosa --version pr_$PR_NUMBER
           sudo mv optimum-doc-build ../
           cd ..
 
diff --git a/docs/combine_docs.py b/docs/combine_docs.py
index 8715f1a8f4..ea36c800d4 100755
--- a/docs/combine_docs.py
+++ b/docs/combine_docs.py
@@ -34,9 +34,6 @@ def rename_subpackage_toc(subpackage: str, toc: Dict):
                 # if "local" is not in file, it means we have a subsection, hence the recursive call
                 rename_subpackage_toc(subpackage, [file])
 
-    # Just keep the name of the partner
-    toc[0]["title"] = toc[0]["title"].split("Optimum ")[-1]
-
 
 def rename_copy_subpackage_html_paths(subpackage: str, subpackage_path: Path, optimum_path: Path, version: str):
     """
@@ -138,6 +135,8 @@ def main():
                 subpackage_toc = yaml.safe_load(f)
             # Extend table of contents sections with the subpackage name as the parent folder
             rename_subpackage_toc(subpackage, subpackage_toc)
+            # Just keep the name of the partner in the TOC title
+            subpackage_toc[0]["title"] = subpackage_toc[0]["title"].split("Optimum ")[-1]
             if subpackage != "graphcore":
                 # Update optimum table of contents
                 base_toc.insert(1, subpackage_toc[0])
diff --git a/docs/source/index.mdx b/docs/source/index.mdx
index 7dc6acc607..04f2af3aa9 100644
--- a/docs/source/index.mdx
+++ b/docs/source/index.mdx
@@ -33,14 +33,14 @@ As such, Optimum enables developers to efficiently use any of these platforms wi
       ><div class="w-full text-center bg-gradient-to-br from-orange-400 to-orange-500 rounded-lg py-1.5 font-semibold mb-5 text-white text-lg leading-relaxed">AWS Trainium/Inferentia</div>
       <p class="text-gray-700">Accelerate your training and inference workflows with <a href="https://aws.amazon.com/machine-learning/trainium/">AWS Trainium</a> and <a href="https://aws.amazon.com/machine-learning/inferentia/">AWS Inferentia</a></p>
     </a>
+    <a class="!no-underline border dark:border-gray-700 p-5 rounded-lg shadow hover:shadow-lg" href="./furiosa/index"
+      ><div class="w-full text-center bg-gradient-to-br from-green-400 to-green-500 rounded-lg py-1.5 font-semibold mb-5 text-white text-lg leading-relaxed">FuriosaAI</div>
+      <p class="text-gray-700">Fast and efficient inference on <a href="https://www.furiosa.ai/">FuriosaAI WARBOY</a></p>
+    </a>
     <a class="!no-underline border dark:border-gray-700 p-5 rounded-lg shadow hover:shadow-lg" href="./onnxruntime/overview"
       ><div class="w-full text-center bg-gradient-to-br from-pink-400 to-pink-500 rounded-lg py-1.5 font-semibold mb-5 text-white text-lg leading-relaxed">ONNX Runtime</div>
       <p class="text-gray-700">Apply quantization and graph optimization to accelerate Transformers models training and inference with <a href="https://onnxruntime.ai/">ONNX Runtime</a></p>
     </a>
-    <a class="!no-underline border dark:border-gray-700 p-5 rounded-lg shadow hover:shadow-lg" href="./exporters/overview"
-      ><div class="w-full text-center bg-gradient-to-br from-green-400 to-green-500 rounded-lg py-1.5 font-semibold mb-5 text-white text-lg leading-relaxed">Exporters</div>
-      <p class="text-gray-700">Export your PyTorch or TensorFlow model to different formats such as ONNX and TFLite</p>
-    </a>
     <a class="!no-underline border dark:border-gray-700 p-5 rounded-lg shadow hover:shadow-lg" href="./bettertransformer/overview"
       ><div class="w-full text-center bg-gradient-to-br from-yellow-400 to-yellow-500 rounded-lg py-1.5 font-semibold mb-5 text-white text-lg leading-relaxed">BetterTransformer</div>
       <p class="text-gray-700">A one-liner integration to use <a href="https://pytorch.org/blog/a-better-transformer-for-fast-transformer-encoder-inference/">PyTorch's BetterTransformer</a> with Transformers models</p>