diff --git a/.github/workflows/internal-dead-links.yml b/.github/workflows/internal-dead-links.yml
index 4dc42834d..32c6e5492 100644
--- a/.github/workflows/internal-dead-links.yml
+++ b/.github/workflows/internal-dead-links.yml
@@ -17,12 +17,12 @@ jobs:
         with:
           hugo-version: "latest"
       - name: Run hugo
-        run: cd qdrant-landing && hugo -b 'https://qdrant.tech/'
+        run: cd qdrant-landing && hugo -b ''
       - name: Link Checker
         id: lychee
         uses: lycheeverse/lychee-action@v1.8.0
         with:
-          args: --offline qdrant-landing/public
+          args: --offline --base qdrant-landing/public qdrant-landing/public
           fail: true
         env:
           GITHUB_TOKEN: ${{secrets.GITHUB_TOKEN}}
diff --git a/.lycheeignore b/.lycheeignore
index cb054872a..9e85bc05f 100644
--- a/.lycheeignore
+++ b/.lycheeignore
@@ -2,6 +2,6 @@ https://qdrant.to/twitter
 https://fonts.gstatic.com/
 https://twitter.com/intent.*
 https://www.linkedin.com/sharing.*
-file://.*
 http://localhost.*
 https://fonts.googleapis.com/
+admin/emails/*
\ No newline at end of file
diff --git a/qdrant-landing/content/articles/binary-quantization-openai.md b/qdrant-landing/content/articles/binary-quantization-openai.md
index 5478e55ff..961b54547 100644
--- a/qdrant-landing/content/articles/binary-quantization-openai.md
+++ b/qdrant-landing/content/articles/binary-quantization-openai.md
@@ -5,7 +5,6 @@ slug: binary-quantization-openai
 short_description: Use Qdrant's Binary Quantization to enhance OpenAI embeddings
 description: Use Qdrant's Binary Quantization to enhance the performance and efficiency of OpenAI embeddings
 preview_dir: /articles_data/binary-quantization-openai/preview
-preview_image: /articles-data/binary-quantization-openai/Article-Image.png # Change this
 small_preview_image: /articles_data/binary-quantization-openai/icon.svg
 social_preview_image: /articles_data/binary-quantization-openai/preview/social-preview.png
 title_preview_image: /articles_data/binary-quantization-openai/preview/preview.webp # Optional image used for blog post title
diff --git a/qdrant-landing/static/articles_data/binary-quantization-openai/preview/preview.jpg b/qdrant-landing/static/articles_data/binary-quantization-openai/preview/preview.jpg
new file mode 100644
index 000000000..0cd242138
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diff --git a/qdrant-landing/static/articles_data/binary-quantization-openai/preview/preview.png b/qdrant-landing/static/articles_data/binary-quantization-openai/preview/preview.png
deleted file mode 100644
index 5115e594a..000000000
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diff --git a/qdrant-landing/static/articles_data/binary-quantization-openai/preview/preview.webp b/qdrant-landing/static/articles_data/binary-quantization-openai/preview/preview.webp
index 5115e594a..154b71e79 100644
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new file mode 100644
index 000000000..9ca92e378
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diff --git a/qdrant-landing/static/articles_data/binary-quantization-openai/preview/title.jpg b/qdrant-landing/static/articles_data/binary-quantization-openai/preview/title.jpg
new file mode 100644
index 000000000..6162450dc
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diff --git a/qdrant-landing/static/articles_data/binary-quantization-openai/preview/title.png b/qdrant-landing/static/articles_data/binary-quantization-openai/preview/title.png
deleted file mode 100644
index 5115e594a..000000000
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diff --git a/qdrant-landing/static/articles_data/binary-quantization-openai/preview/title.webp b/qdrant-landing/static/articles_data/binary-quantization-openai/preview/title.webp
index 5115e594a..e48266d76 100644
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